Abstract
The filtration of air has attracted increasing attention during recent waves of viral infection. This review considers published literature regarding the usage of cellulose-based materials in air filtration devices, including face masks. Theoretical aspects are reviewed, leading to models that can be used to predict the relationship between structural features of air filter media and the collection efficiency for different particle size classes of airborne particulates. Collection of particles can be understood in terms of an interception mechanism, which is especially important for particles smaller than about 300 nm, and a set of deterministic mechanisms, which become important for larger particles. The effective usage of cellulosic material in air filtration requires the application of technologies including pulp refining and chemical treatments with such additives as wet-strength agents and hydrophobic sizing agents. By utilization of high levels of refining, in combination with freeze drying and related approaches, there are opportunities to achieve high levels of interception of fine particles. A bulky layer incorporating nanofibrillated cellulose can be used in combination with a coarser ply to achieve needed strength in a filter medium. Results of recent research show a wide range of development opportunities for diverse air filter devices containing cellulose.
Download PDF
Full Article
Performance Factors for Filtration of Air Using Cellulosic Fiber-based Media: A Review
Lindsay P. Owens a,b and Martin A. Hubbe a,*
The filtration of air has attracted increasing attention during recent waves of viral infection. This review considers published literature regarding the usage of cellulose-based materials in air filtration devices, including face masks. Theoretical aspects are reviewed, leading to models that can be used to predict the relationship between structural features of air filter media and the collection efficiency for different particle size classes of airborne particulates. Collection of particles can be understood in terms of an interception mechanism, which is especially important for particles smaller than about 300 nm, and a set of deterministic mechanisms, which become important for larger particles. The effective usage of cellulosic material in air filtration requires the application of technologies including pulp refining and chemical treatments with such additives as wet-strength agents and hydrophobic sizing agents. By utilization of high levels of refining, in combination with freeze drying and related approaches, there are opportunities to achieve high levels of interception of fine particles. A bulky layer incorporating nanofibrillated cellulose can be used in combination with a coarser ply to achieve needed strength in a filter medium. Results of recent research show a wide range of development opportunities for diverse air filter devices containing cellulose.
DOI: 10.15376/biores.18.1.Owens
Keywords: Permeability; Capture efficiency; Dust; Droplets; Face masks; Interception; Triboelectricity; Nanocellulose; Hydrophobic
Contact information: a: North Carolina State University, Dept. of Forest Biomaterials, Campus Box 8005, Raleigh, NC 27695-8005, USA; b: D. S. Smith, 2366 Interstate RD, Riceboro, GA 31323;
* Corresponding author: hubbe@ncsu.edu
INTRODUCTION
Dangers resulting from airborne particulates and aerosols have captured urgent attention during the COVID-19 pandemic. Aerosol particles that contain viruses can travel through the air, spreading diseases (Tang et al. 2006; Nazarenko 2020). According to the US Centers for Disease Control and Prevention, the wearing of a facemask, i.e. air filtration, is one of the most effective and immediate ways to limit the spread of viral infections (CDC 2021). These recommendations are supported by published research (Cowling et al. 2010; Bin-Reza et al. 2012; Bunyan et al. 2013; Nazarenko 2020). The use of such masks has become commonplace in general society, as it has been for many years within hospital critical care settings (Arnold 1938). In addition, hazardous particulates and aerosol droplets can be removed by air filtration systems that are built into building ventilation equipment (Clausen 2004; Hyttinen et al. 2011; Brincat et al. 2016; Liu et al. 2017; Brochot et al. 2019; Nazarenko 2020).
The present article mainly focuses on the current and potential role of cellulosic fiber materials employed in air filtration. A recent review article highlighted the usage of cellulose as a component in facemasks (Garcia et al. 2021). Although cellulose is already very widely used as a filtering medium, it faces stiff competition from other materials, especially in higher-end applications. The present review considers various pros and cons of cellulosic fiber materials specifically in air filtration equipment. Evidence is considered from diverse studies, ranging from cotton fabric facemasks to hospital ventilation systems. Aspects of the size, structure, and chemical nature of cellulosic materials are considered with respect to what is known about the mechanisms of filtration in different air environments of interest. Because nanocellulose structures can be prepared with a very high surface area and very small pores, related research will be a particular focus of this review.
A recurrent theme of this review article will be the role of moisture relative to the effectiveness of air filters. As will be discussed, various theoretical approaches have been developed based on assumed completely dry filter media and air-borne particles. Related work has dealt with similar systems in which the solids are completely immersed in aqueous solution. But real issues encountered during evaluation of air filtration systems can span a wide range of intermediate conditions. For example, it is well known that the user’s breath can dampen a facemask from the inside, while rain can dampen it from the outside. Thus, although this review’s main focus is air filtration by cellulose-containing media, some issues related to damp or wet filter media have been intentionally included within its scope.
Desired Attributes for Filter Media
The usage of any material as filter media needs to be justified based on evidence or theories related to its performance in that role (Brown 1993). Capture efficiency, the ratio of filtered particles to particles in the incoming air, is a top priority (Abdolghader et al. 2018). The second requirement is that the resistance to flow needs to be as low as practical, depending on the application (Belkin 1997; Morgan-Hughes et al. 2001; Abdolghader et al. 2018). This is especially important in the case of facemasks, since a high resistance of the filter media promotes a greater leakage of air around the edges of the mask. An inverse relationship between capture efficiency and resistance to flow has been observed in many cases (Soo et al. 2016; Chien et al. 2018; Dziubak and Dziubak 2020). Figure 1 illustrates three kinds of substances that may need to be resisted by air filtration media.
Fig. 1. Key attributes often wanted in media for air filtration, with a focus on facemasks. The horizontal dotted line represents a hypothetical deterministic, size-based filter structure that plays a role analogous to that of a sieve.
Filter media need to be tolerant of a range of moisture contents of the incoming air, including the likelihood of aerosol droplets in some cases. They need to have adequate capacity for collected particulates and not be prone to early blockage during their use. In addition, some applications can benefit from antibacterial or antiviral activities.
In common with all manufactured products, there is a preference of filter media made mostly from natural, renewable materials, using mainly eco-friendly processing conditions (Heydarifard et al. 2016). Cellulosic materials are often well-suited to such goals, and in addition they often have a suitably low price. Cellulose fibers, as well as various nanocellulose products, can be obtained from photosynthetically renewable plant materials. The technologies needed to separate the fibrous material, including the optional removal of lignin, are well established (Fardim and Tikka 2011). Depending on such factors as later chemical modifications, the cellulosic material is generally biodegradable (de Almeida et al. 2020; Li et al. 2021; Hu et al. 2022). The key questions to be considered in this article relate to how well cellulosic materials, of various types, can meet the other critical objectives and how such performance can be improved. Thus, it is important to consider the extent to which cellulose-based filter media can either match or approach the performance of filter products that have become established in the market.
Challenges for Cellulose-containing Facemasks and Filter Media
Their interactions with water represent some of the greatest differences between cellulosic materials compared to other commonly used materials for filter media. It has been found that cellulosic filtration media may be susceptible to a rise in resistance to flow after exposure to droplets of saline solution (Turnbull et al. 2005). The capillary forces present during ordinary drying of paper will tend to draw adjacent cellulosic surfaces into molecularly-tight contact, thus greatly decreasing the surface area available for filtration (Stone and Scallan 1966; Page 1993). Such an effect is illustrated schematically in Fig. 2. As will be discussed later, it can be a great advantage to dry cellulosic media by specialized methods such a freeze-drying in order to maintain a high specific surface area for filtration (Mao et al. 2008; Nemoto et al. 2015; Yoon et al. 2016; Lu et al. 2018; Ma et al. 2018; Wang et al. 2018). It is logical to expect that such surface area may become irrecoverably lost if the material becomes wetted and redried in the course of its usage. This type of effect will be especially important in cases where the cellulosic material has been subjected to high levels of shearing while in a wet condition, leading to a microfibrillated structure. Even ordinary cellulosic filter papers tend to have a relatively high pressure drop compared to some of the competing media, at similar levels of capture (Chien et al. 2018).
Fig. 2. Concept of how intermittent wetting and then drying may lead to densification and loss of void volume of cellulose-based filter media
Finally, there can be a concern that the hydrophilic, eco-friendly surfaces of cellulosic materials may present a favorable breeding ground for microbes. Human breath is known to be rich in microbes, including viruses (Milton et al. 2013). There are two parts to this concern. On the one hand, one can ask whether the hydrophilic nature of cellulose means that sufficient water to allow microbial viability will be typically present in the media during its usage. For example, cellulose-based insulation in homes can be subject to infestation by bacterial mold (Godish and Godish 2006). A study by Maus et al. (2001) showed that mold growth in non-cellulosic filter media was mainly dependent on the presence of nutrients and high relative humidity (> 98%). In particular, the required nutrients often can be imported by collected dust. Tests can be carried out to monitor the populations of bacteria over the course of using cellulose-based filtration media for air (Bibeau et al. 2000). However, there appears to be a need for research focusing specifically on whether or not the presence of cellulose within filter media affects the development of mold. On the other hand, research results suggest that the chemical and other attributes of cellulose make it suitable for various antimicrobial treatments. Table 1 lists selected studies that have focused on the development of antibacterial or antifungal treatments of filter media containing cellulose-based materials.
Table 1. Topic Areas of Some Articles Focusing on Development of Antibacterial or Antifungal Properties of Cellulose-based Air Filter Media
AIR FILTRATION: THEORETICAL BACKGROUND
Overview
Air filtration by fibrous filter media has been widely studied, with both experimental and theoretical models thoroughly developed and documented. This section covers the theoretical foundations of air filtration by fibrous filter media, examining the mechanisms of filtration such as interception, filtration by size, and rebound or retention. Air permeability of the fibrous filter media is also modeled and discussed, while investigating the trade-off between capture efficiency and permeability. Respiratory mask leakage issues due to improper mask fitting are explored, as well as the relationship between mask leakage issues and permeability, with the goal of achieving optimal breathability and capture efficiency for the wearer. Filter capacity issues related to filter porosity, filter surface area, cake filtration, and filtration mechanism are discussed. Antimicrobial applications to air filtration are also covered.
In the discussions that follow, it will be shown in various cases that filtration efficiency, as well as the variations in pressure loss across media, can be affected by various parameters, such as particle size, filter media size, surface areas, pore dimensions, relative humidity, and electrical charge effects, among others. It is important to bear in mind that there are often interactive effects among two or more such parameters. Thus, there may be seeming discrepancies between the results of nominally similar studies, and there is an ongoing need to consider many aspects of the conditions under which tests are carried out.
Interception
Flow field
Filtration models can aid in better understanding the physical principles governing the performance of fibrous filters. Mathematical expressions, both theoretical and empirical, can be used in an effort to predict filter performance as a function of structure of other attributes. The most helpful models are multi-fiber models involving a flow field of aerosol particles passing around a filter fiber, while also considering the effect of neighboring filter fibers in this flow field (Lee and Liu 1980). Much of the work on modeling these flow fields amongst an array of fibers is based on the Kuwabara-Happel flow field model (Happel 1959; Kuwabara 1959). Such models are relevant to cellulose-based materials, due to their generally fibrous nature. Factors affecting the likelihood of interception of an individual particle onto a filament of filter medium can be divided into the general categories of stochastic and deterministic mechanisms (van de Ven 1989). The stochastic mechanism, to be described below, involves random diffusion of the particle. Deterministic mechanisms include stream-line-based interception, momentum-based deviations of particle paths from streamlines, and effects due to electrical charges, among others.
Diffusional interception involving Brownian motion
When considering very small particles, especially those of about 200 nm diameter or less, one can expect that if they were to exactly follow the streamlines of flow of air through the filter media, then most of them would not directly impinge onto any surfaces. Because air cannot pass through solids objects, the streamlines all will pass around any filament of filter medium in their way. Depending on the typical size of pore spaces within a filter medium, there may be a low probability that a very small particle would get stuck in an opening too small to allow its passage. Rather, in such cases the main mechanism of impaction (possibly leading to retention by the filter) will be diffusion. In other words, Brownian motion can be expected to have a dominant effect on the collection of such particles (Alonso and Alguacil 2001; Gustafsson et al. 2018). The general concept is illustrated in Fig. 3. Due to thermal energy, which can express itself through collisions among air molecules and particles, the momentary paths followed by such particles will be chaotic. The chaotic motions associated with diffusion will be superimposed upon the predicted motions based on the streamlines. Each entity will have an average kinetic energy of 3/2 kT, representing motion in the three dimensions of space (Hirchfelder et al. 1954), where k is the Boltzmann constant and T is absolute temperature. The velocity of diffusion increases with decreasing particle size. Thus, the importance of Brownian motion in bringing about impacts of particles onto filaments of the filter media will become increasingly important with decreasing particle size. Note that these predictions generally assume that colloidal-sized particles, which are thus affected by Brownian motion, are being collected on much larger filter media (such as fibrous filter media) in the absence of moisture.
Fig. 3. General concept of a collection mechanism of very small particles that depends on their random (Brownian) movements due to their thermal energy, which is expressed by random collisions against gas molecules
Interception by the diffusion-based mechanism just described will generally increase with increasing surface area of the filter media. In the case of cellulose-based media, two aspects are critically important. Mechanical refining, hydrodynamic shearing, or micro-grinding are methods to increase the accessible surface area of cellulosic materials in the wet state (Lavoine et al. 2012; Gharehkhani et al. 2015). However, there can be a major loss in accessible surface area when cellulosic material is dried, as will be discussed later. Thus, different capture efficiencies can be expected for cellulosic filter media, in the capture of fiber small particles from air, depending on how the filter media has been prepared.
Streamline interception
Especially when the diameters of the filaments in the filter media are of similar size or smaller than those of the particles, there will be a considerable chance of direct interception, even without any need to consider effects of Brownian motion or any forces of attraction (van de Ven 1989). This type of interception is classed as deterministic, since the outcome can be predicted based on streamlines of flow. In cases where a laminar model of flow is justified, such paths can be modeled (Ayaz and Pedley 1999).
Inertial deviations from streamlines of flow
Interception of a particle via inertial impaction occurs when a particle’s inertia causes it to stray from the original gas streamline and meet with a fiber surface (Abdolghader et al. 2018). This mechanism is illustrated in Fig. 4.
Fig. 4. Depiction of a deviation of particle motion from a streamline of flue due to the inertia of that particle, thus leading to a collision with a collector surface
The inertial filtration mechanism depends largely on the mass of the particles. The greater the particle size, the greater the inertia and the greater the inertial deposition will be. Particles with larger face velocities and densities also exhibit higher inertia.
Electrical field-induced
Filtration efficiency can be significantly improved by introduction of electrostatic forces (Abdolghader et al. 2018). Electrical fields can be especially useful in improving the filtration efficiency of particles that are of the wrong size to efficiently be captured by other mechanisms. This range is typically about 0.15 to 0.5 µm (see Fig. 8, with the label “Mixed capture mechanism”). However, for very small particles (smaller than 20 nm), electrical fields may decrease filtration efficiency (Zhu et al. 2017; Givehchi et al. 2015). Electrical field-induced filtration efficiency is governed by factors such as particle charge density, fiber surface charge density, the chemistry of the particles and fibers, and the intensity of the applied electric field (Mostofi et al. 2010).
An electrical field can be implemented either by applying a charge to the particles or by applying a charge to the filter medium (Thakur et al. 2013). The latter is referred to as an electret system, and an example of such a system is shown in Fig. 5. Note that such charge attraction can render the collection process much less dependent on the streamlines of flow or inertial effects. Although cellulosic materials generally are not good conductors of electricity, that does not appear to be an impediment to their usage in electret systems (Li et al. 2020).
Fig. 5. Rudimentary illustration of an electret system that uses electrostatic attractive forces to enhance collection efficiency
In general, a Coulombic force is created when the charges on the particle and the fiber surface are of opposite sign. It has been stated that a polarization force is generated when the fiber surface is charged and the particle is neutral, while an image force is generated when the particle is charged and the fiber surface is neutral (Abdolghader et al. 2018). The word polarization is appropriate in cases where the charge distribution within a suitably small particle is capable of redistribution; in other words, sufficient electrical conductivity is a requirement. The term image force refers to a related redistribution of charge within a conductive filter surface that initially has a net neutral charge before encountering the charged particle (Muscat and Newns 1977). Such an image force has been shown to improve filtration efficiency, even for singly charged small particles (Alonso et al. 2007). The cited work predicts that the image force will become increasingly significant as particle size increases. In addition, the capture efficiency has been to shown to rise with increasing (opposite) electrical charge of the particles to be captured (Fjeld and Owens 1988).
Particle size is an important factor in the consideration of electrical field-induced filtration efficiency. Filtration efficiency under applied electrostatic forces has been shown to increase with increasing particle size (Thomas et al. 2013). The cited tests were carried out with steel or polymer fiber mesh filters having various diameters in the range of 25 to 200 μm. Larger particles have the ability to obtain more units of net charge (Hogan et al. 2009). Since the probability of a particle smaller than 20 nm taking on two or more net charges of either polarity is virtually zero, there are only three different conditions of charge that particles smaller than 20 nm can exhibit: neutral, singly positive, and singly negative (Hoppel and Frick 1986). Particle size is also important to consider when evaluating the charge adopted by a particle when passed through a bipolar charger. Particles smaller than 20 nm obtain different charges than larger particles when passed through the same bipolar charger and thus exhibit different filtration efficiencies. For these reasons, electrical fields applied to particles smaller than 20 nm might decrease filtration efficiency in some cases, while for larger particles, electrical field-induced filtration efficiency is reliably increased (Marlow and Brock 1975; Givehchi et al. 2015). The tests by Givehchi et al. (2015), which focused on effects due to capillary forces, involved stainless steel mesh screens with diameters of 25 μm and an air flow velocity of about 0.07 m/s.
Filtration by Size
Fiber size
Filtration of air through cellulosic fiber-based media depends partly on fiber size. Fiber diameter influences both the quality of filtration and the useful life of the filter. Fiber diameter impacts filtration characteristics such as particle penetration, most penetrating particle size (MPPS), pressure drop, and filter clogging (Chattopadhyay et al. 2016). The cited authors employed a commercial glass-fiber filter with a flow rate of 2.5 L/cm2⋅min, which corresponds to about 0.04 m/s. The general rule is that filtration efficiency is higher for fibers with smaller diameters. Thus, it has been found that filter media composed of finer fibers exhibit a higher filtration efficiency for nanoparticles (Abdolghader et al. 2018). As discussed in more detail later in this article, fibrous elements in cellulose-based filter media often can be described as either “fibers” or as “nanocellulose”. The diameter of a typical fiber is often in the range of 15 to 50 μm, whereas the diameter of typical nanocellulose products is often in the range of about 10 to 100 nm.
The term nanofiber has been used to describe fibers with diameters lower than 0.5 μm. Nanofibers decrease particle penetration and the MPPS of a filter, while increasing pressure drop (Kim et al. 2008; Chattopadhyay et al. 2016; Tang et al. 2017). High pressure drop associated with nanofibers can be attributed to nanofibers’ high surface area-to-volume ratio. This characteristic renders nanofibers a poor choice for use in homogenous filter media; however, adding nanofibers as a low-density layer on top of microfibers within a composite filter achieves the benefits granted by the nanofibers while mitigating the issue of high pressure drop (Podgorski et al. 2006; Kim et al. 2008). Figure 6 presents the concept of a bulky, high surface area layer with high fractional pore volume, such that there can be a high collection efficiency of very small (Brownian-dominated) particles, while not contributing a large barrier to flow.
Fig. 6. Concept of a layer within a filter device that is designed to have a high efficiency of collection of particles by a stochastic Brownian diffusion mechanism while minimizing the resistance to air flow through the layer
Pore sizes in fibrous mat
Filtration of air through cellulosic fiber-based media depends partly on the pore sizes in the fibrous mat. Manipulation of pore size is therefore an important tool to improve the filtration efficiency of a filter medium. Pore size and structure of the cellulosic fiber mat significantly influences filtration efficiency due to the diffusion, interception, and sieving mechanisms (Ma et al. 2018). Filters with smaller pore sizes generally exhibit higher filtration efficiencies, but they also have higher pressure drops due to the smaller pore sizes (Zikova et al. 2015; Soo et al. 2016).
Another kind of deterministic capture, which is applicable to the largest dimensions of airborne particles, can be called sieving or screening. Figure 7 illustrates how this deterministic mechanism can affect particle capture efficiencies, which are expected to be a function of pore sizes.
Fig. 7. Illustration a rudimentary screen-type capture, based on the sizes of particles relative to the size of passages between filaments in the filter medium
Combined effects of particle size
Based on the mechanisms already described, filtration efficiency of fibrous filters will depend in various ways upon particle size of the aerosol particles being filtered. The dominant mechanism of filtration changes depending on particle size. At the limit of very small sizes, the diffusional mechanism based on Brownian motion dominates. As particle size increases, the streamline interception and inertial mechanisms gradually become dominant. Therefore, a phenomenon exists within the intermediate particle size region in which more than one of these filtration mechanisms are operating but none is dominating. It is usually within this intermediate region that particle penetration is at a maximum and the filtration efficiency is at a minimum. Figure 8 illustrates this behavior (Lee and Liu 1980). These data were based on experiments carried out at relatively low air velocity with high-efficiency particulate air filters (HEPA).
The phenomenon of minimum filtration efficiency at a certain particle size is well established; however, the minimum filtration efficiency and the particle size at which it occurs are known to vary with the flow velocity and filter type. For fibrous filters at relatively low flow velocity, the minimum filtration efficiency generally occurs with particle diameter around 0.3 µm (Lee and Liu 1980). At higher filtration velocities, however, the most penetrating particle size may become significantly smaller in diameter than 0.3 µm (Liu and Lee 1976).
Fig. 8. Typical size-dependency of particle collection efficiency on filter media due to a transition from primarily stochastic (Brownian diffusion) capture to deterministic (direct impingement, momentum effects, etc.) at greater particle size. Figure redrawn based on original by Liu and Lee (1976)
Rebound or Retention
Viscoelastic properties
When a particle strikes a fiber surface within a fibrous filter under dry conditions, the initial kinetic energy of the particle is converted either to elastic deformation or the energy is lost as heat in the course of plastic deformation. In the event that all of the initial kinetic energy is consumed, the particle rests and adheres to the fiber surface. However, if the energy stored as elastic deformation exceeds the adhesion energy, then the particle will rebound from the fiber surface (Wang and Kasper 1991; Givehchi and Tan 2014). Real particles can be expected to have visco-elastic behavior, and depending on details of that behavior, different portions of the energy of impact will be irreversibly absorbed so that it no longer can contribute to the possible rebound.
A particle’s adhesion to a fiber surface is partly dependent upon the particle’s impact velocity. The relationship between elastic and viscous effects within a real material often can be influenced by the rate in which a process takes place. As a familiar example, very old panes of glass in windows have been predicted to be infinitesimally thicker at their bases (Gulbiten et al. 2018), which is consistent with a gradual process of viscous flow. But the same glass will shatter in response to a sudden impact. The fact that rebounding has been observed can be attributed to the fact that particle collection on a dry surface generally occurs during a very short time period.
When the impact velocity is less than the critical velocity, then the particles adhere to the fiber surface, whereas when the impact velocity is higher than the critical velocity, particles rebound from fiber surfaces. The particle has a greater probability of bouncing from a filter surface with increasing hardness of the contact bodies, with increasing particle size, and with increasing particle velocity (Hinds 1999). Figure 9 contrasts such bouncing with a situation in which the collector or particle is covered with a liquid, which can dissipate kinetic energy.
Fig. 9. Illustration of a viscous layer in determining whether an impinging particle will bounce from a collector surface or come to rest upon it
Particle shape vs. rebounding effects
With respect to particle shape, spherical particles that impinge on a collector surface may either slide or roll (Hubbe 1985; Barquins 1992). The area of contact for a spherical particle may remain nearly constant at any point in the particle’s course of movement along a smooth surface. This behavior contrasts with that of cubic particles, which will either slide or tumble. As illustrated in Fig. 10, when a cubic particle tumbles along a fiber surface, the area of contact between particle and fiber changes significantly as a function of time. One can expect that the most frequent collisions will involve contact with a corner, or perhaps an edge of the cubic particle, thus involving relatively low amounts of attractive energy. By contrast, once a cubic particle comes to rest, facewise, on a flat surface, one can expect a large force of attraction; thus one can expect a correspondingly large frictional force that would resist subsequent sliding along the surface. This phenomenon leads to a greater initial probability of particle bounce in the case of cubic particles. But once the cubic particle has come to rest, presumably with flat surfaces in close contact, then it can be expected to be highly resistant to a rolling motion.
Fig. 10. Illustration of the contrasting ways in which a cubic particle would be expected to interact with a collector surface during an initial collision brought about by flow of particle-laden air through the device
Boskovic et al. (2005) found that, for particles between 50 and 300 nm, cubic particles experienced a lower filtration efficiency than spherical particles of the same electrical mobility diameter. This phenomenon is explained by how the different shapes physically interact with fiber surfaces (Fig. 10). The tumbling that the cubic particles exhibit can significantly alter the area of interaction between fiber surface and particle, and by this means the probability of the particle detaching from the fiber surface (particle bounce) is predicted to be high. Therefore, when all other parameters affecting filtration efficiency remain constant, the particle kinetic energy can be attributed to the difference in filtration efficiency of particles with various shapes. The higher kinetic energy of a more massive particle is demonstrated to lead to the increase in the bounce probability of a particle (Dahneke 1971; Boskovic et al. 2005).
Short-range attractions
Short range attractions influence the rebound or retention of a particle on a fiber surface. In particular, the London dispersion component of van der Waals forces acting between solids in an air medium will contribute an attractive component of force, regardless of the types of material. The force-distance relationship predicted for van der Waals attraction is illustrated in Fig. 11.
Fig. 11. Van der Waals (London dispersion component) energy as a function of distance between two solid objects
Multiple theories have been developed to calculate the adhesion energy between a particle and a surface based on elastic impaction. The most widely recognized elastic adhesion energy models are the Bradley-Hamaker (BH), Johnson-Kendall-Roberts (JKR), and Derjaguin-Muller-Toporov (DMT) models (Hertz 1882; Bradley 1932; Derjaguin et al. 1975; Johnson et al. 1971).
The Hertz elastic adhesion energy model fails to consider these short range attractions and is restricted only to small amounts of linear elasticity and deformation (Hertz 1882). Therefore, the Hertz model significantly underestimates the contact radius between particles and fiber surfaces. The BH elastic adhesion energy model does take into account van der Waals forces between two contact bodies, but it fails to consider the adhesion force from the impaction (Bradley 1932). The JKR model involves a development of the Hertz model to consider the influence of adhesion energy and contact pressure within the contact area (Johnson et al. 1971). Because the BH model neglects to consider specific adhesion energy between contact bodies, which plays a significant role in nanoparticle adhesion, the BH model is not useful for calculating the adhesion efficiency of nanoparticles. The JKR model, which does take this specific adhesion energy into consideration, is useful for calculating the adhesion efficiency of nanoparticles (Givehchi and Tan 2015). The DMT model includes the effect of van der Waals forces between the contact bodies (Derjaguin et al. 1975). The major flaw in the DMT model is that it fails to consider deformations outside the contact area (Maugis 2000). The JKR model is most applicable for soft materials, large contact radii, compliant spheres, and high adhesion energy, while the DMT model is most applicable for hard materials, small contact radii, and low adhesion energies (Maugis 2000).
Capillary Forces
Because either humidity or liquid water is likely to be present in typical situations of air filtration, significant effects of capillary forces can be expected. The capillary force effect can influence filtration performance of particles. The previously discussed adhesion energy models did not take into consideration the impact of humidity on particle adhesion energy to filter media; in these models, air was assumed to be dry. Realistically, however, ambient air usually contains moisture, so air filtration often would occur under humid conditions. These issues are especially relevant to cellulose-based filter media due to the abundant hydrophilic –OH groups at their surfaces.
Humidity in the air causes a very small meniscus to be formed in the contact area between the particle and the filter media surface (Orr et al. 1975; Chen and Lin 2008; Chen and Soh 2008). This meniscus expands until the condensation rate and evaporation rate reach equilibrium with the ambient air (Pakarinen et al. 2005). As a consequence, there is a capillary force that increases the adhesion force between particle and filter surface (Ahmadi et al. 2007; Zhang and Ahmadi 2007). The radius of curvature of the meniscus at equilibrium was first predicted by Kelvin (see Mitropoulos 2008).
For hydrophilic materials, the capillary force can be calculated as a function of the surface tension of water, as shown in Eq. 1,
Fc = 4πγRp (sin α sin (α+ θ) + cos θ) (1)
where Fc is the capillary force, γ represents the surface tension of water (0.0735 N/m at standard temperature and pressure conditions), Rp represents the particle radius, θ represents the wetting angle, and α represents the angle between the planes perpendicular to the meniscus and filter surface. Since θ and α are usually very small, this equation can be shortened to,
Fc = 4πγRp (2)
This equation is the standard used for spherical particles larger than about 1 µm. The physical situation is illustrated in Fig. 12. The equation may not be applicable to nanoparticles, because the capillary force for nanoparticles is partly governed by relative humidity (Pakarinen et al. 2005). Another reason that this equation may not be applicable to nanoparticles is that the size of the nanoparticles influences the surface tension force, which lessens the capillary force for such tiny particles (Pakarinen et al. 2005).
Fig. 12. Geometries for calculation of the capillary force based on the interfacial tension and the perimeter of water-air interfaces, which contribute to holding solid items together
The capillary force between nanoparticles and filter surface depends on relative humidity, particle size, and surface tension. Equations not considering capillary effects are appropriate mainly for totally dry systems or for complete immersion in liquid. To include the effect of relative humidity on capillary force, an additional term β is incorporated, which represents the ratio of the capillary force calculated using the previous equation to the actual capillary force at a particular value of relative humidity (Pakarinen et al. 2005). The equation for capillary force for nanoparticles to include the capillary force effect is,
Fc = 2βπγdp (3)
in which β is dependent upon size and can be determined using data presented by Pakarinen et al. (2005). For another size and relative humidity not demonstrated in their experimental data, the capillary force can be determined by extrapolation.
Estimate of maximum negative pressure
Equations 1 through 3 were derived under an assumption that the geometry of contact between a particle and a filter surface can be well represented by a sphere interacting with a planar surface. The pressure within such a meniscus can be obtained from the Young-Laplace equation,
(4)
where γ is the interfacial tension, θ is the contact angle of water with the surface (drawn through the water), R1 is the smaller radius defining the meniscus, and R2 is the larger radius defining the meniscus. The geometrical situation is sketched in Fig. 13. The greatest negative pressure can be expected when the water has a zero degree angle with the surfaces (perfect wetting); hence, the cosine term can be set equal to one. As either the meniscus continues to advance or evaporation of the water continues, the value of R1 becomes much less than R2, making it possible to simplify Eq. 4 as:
(5)
At the limit where the two adjacent surfaces have come very close together, the value of ΔP is predicted to become infinitely negative. Though the validity of using the equation may become questionable at that point, what is observed in practice is that the two adjacent surfaces tend to jump into molecular contact (Campbell 1959). This mechanism helps to explain why, during the process of papermaking, it is possible to achieve high levels of relative bonded area, with the formation of hydrogen bonds directly between the two surfaces (Campbell 1959; Page 1993). Another practical consequence of such forces is that flat plates of glass can become impossible to separate if they are placed in contact while droplets of water are present.
Fig. 13. Simplified view of a meniscus formed between a pair of flat surfaces what are envisioned as perfectly flat, featureless, and parallel, giving rise to a very strong negative pressure at the limit of close approach of the surfaces, based on the Young-Laplace equation
In theory, one might expect that capillary condensation would give rise to an additional component of adhesion, thus decreasing the tendency of particles to bounce away from a dry collector surface following an impingement. However, a finite time period (often measured in seconds) is generally required for the condensation to take place and for the attractive capillary force to develop (Bocquet et al. 1998). Since the elapsed time for rebounding of a particle will be a very small fraction of a second, there may be insufficient time for capillary condensation to have a significant effect on whether or not the particle rebounds.
Oil-coated fibers
Oil that is coated on fibers has the effect of minimizing the magnitude of particle motion along the fiber following initial particle collision with the fiber surface. This approach has been shown to be effective for air intake filters for vehicle engines (Maddineni et al. 2017, 2020). The level of particle motion along a filament of the filter medium will be suppressed following initial collision, which makes extensive sliding or bouncing less likely. Oil coating on fiber surfaces also raises the adhesion energy, the deformation, and the dissipative energy (Hinds 1999). The increased adhesion energy can be understood based on the simplified Young-Laplace equation (Eq. 5), where the oil is in this case playing the role of the fluid.
Boskovic et al. (2007) carried out an investigation in which a 3 mm-thick polypropylene medium was coated with mineral oil. The filter medium had a packing density of 0.184, and the fiber diameter averaged 12.9 µm with a standard deviation of 1.4. The particles used in this experiment were cubic MgO particles and spherical polystyrene latex particles with a diameter between 50 and 300 nm, based on electrophoretic mobility testing. Filtration efficiencies were found for two face velocities, 0.1 and 0.2 m/s. This experiment demonstrated no substantial difference in the filtration efficiencies between the spherical and cubic particles of the same electrical mobility diameter. The oil coating absorbed the particles’ kinetic energy, minimizing the particle motion along the fiber following collision, and thereby reducing the probability of particle bounce. These results show that oil coating on filter fiber surfaces minimizes the effect of particle shape on filtration efficiency.
Chemical affinities
A filter demonstrates varying chemical affinities for the particulate matter or aerosols being filtered, depending on the chemical composition of the materials composing the filter. Figure 14 illustrates the concept of inter-diffusion among polymer segments at a surface, which will depend on a high level of similarity between the materials. Such similarity can be quantified based on solubility principles and involves London dispersion forces, the polar component of interaction, and hydrogen bonding ability (Hansen 2007). In principle, relatively high levels of adhesion will result in cases where the mutual solubility is high enough to allow macromolecules inter-diffusion to take place at an interface. A limitation of this mechanism of adhesion is that it requires relatively high mobility of polymer segments, i.e. a softened or melted condition. In addition, the passage of time is required for such inter-diffusion to take place. In the case of cellulosic filter media, especially under moist conditions of collection, one can expect strong molecular associations to form, based on solubility principles, with such materials as starches and proteins, due to chemical affinities and shared hydrophilic properties.
Fig. 14. The concept of inter-diffusion of polymer segments when the materials of two objects coming into contact have high similarity of such factors as dispersion interactions and polarity
Another class of chemical-based affinity is associated with triboelectric charges. Filters for medical masks and respirators are typically composed of mats of nonwoven fibrous materials, such as polypropylene, wool felt, and fiberglass paper. In electrostatic filters, resins have been implemented along with natural wool fibers to help sustain an electrostatic charge (Institute of Medicine 2006; Das and Waychal 2016). The charged character of the dry wool, i.e. its triboelectricity, can be attributed to the amine groups present within the protein that makes up the fiber (Shin et al. 2017). It has been shown that filters of natural fiber or cotton fabric exhibit less capability of sustaining a static charge compared to polyester woven fabrics due to their higher proclivity to water absorption (Konda et al. 2020a,b,c). Also, the addition of protein to cellulose-based filter media has been shown to improve collection efficiency (Liu et al. 2017; Souzandeh et al. 2017; Sun et al. 2022). Recently, much research has been directed toward more specialized materials to optimize the balance between filtration efficiency and pressure drop. These emerging materials include polymer nanofibrous membranes, carbon nanotubes, porous metal-organic frameworks, nanowire networks, silk, inorganic oxide fibrous films, chitosan, and cellulose (Liu et al. 2020; Ma et al. 2018; Chattopadhyay et al. 2016).
Permeability Models
Governing equations
A series of models have been developed to enable estimation of pressure drop both in the initial usage of a clean filter and progressively as particles build up within (as plugging) or on (as a cake) the filter media (Tcharkhtchi et al. 2021). A model can be regarded as a simplified version of reality that nevertheless may be able to suggest relationships between controlled parameters and observed parameters. Most of the expressions that have been developed to represent filter pressure drop are based on the cell models presented by Kuwabara (1959), Happel (1959), or the semi-empirical Davies equation (1953). These theoretical approaches, however, are typically only applicable to clean filters or filters that have reached equilibrium. The earlier Davies (1953) equation, which can be used to determine the pressure drop for a clean (dry) filter is,
(6)
in which ΔP0 represents the pressure drop, u0 represents the gas velocity at the filter surface, µg represents the gas viscosity, Z is the filter thickness, df is the fiber diameter, α is the filter solidity or packing density, and the expression inside the brackets is an empirical correction in consideration of non-perpendicular fibers.
Davies modified his original approach to pressure drop to yield adequate results for early filtration stages (1973). In this expression, Davies (1973) substituted the terms for fiber diameter, df, and fiber packing density, α, with terms representing wet fiber diameter (dfwet) and wet fiber packing density (αwet). This modification yields the expression,
(7)
and u0 represents the gas velocity at the filter surface, mliq represents the mass of the collected liquid, Ω represents the filtration surface area, and ρl represents the liquid density. The shortcoming of Davies’s modified model is that it necessitates the perfect, uniform wetting of the fibers and the uniform distribution of liquid through the filter (Frising et al. 2005). Therefore, it is only applicable for the early stages of filtration. Thus, when considering cellulosic filters, it is likely that attributes of the filter media will tend to become less important with the passage of time during the filtration process.
Once a filter is no longer clean but has reached a “pseudo”-steady-state equilibrium, the expression developed by Liew and Conder (1985) can be used:
(8)
In Eq. 8, ΔPs represents the “pseudo”-steady state pressure drop, ΔP0 represents the pressure drop for a clean filter, Z represents the filter thickness, U0 represents the filtration velocity, df is the average fiber diameter, σLV is the liquid surface tension, θC is the contact angle, and µl is the liquid viscosity.
As illustrated in Fig. 15, the buildup of particles within and on filter media has the potential to profoundly affect both the collection efficiency and the pressure drop evaluated at a set flow rate through the device. Particles that accumulate within the filter media will eventually plug up the channels of flow. Particles that accumulate on the surface of the filter device can form a cake.
Fig. 15. Two ways in which the accumulation of particles can be effected to increase the pressure drop as particle-laden air passes through a porous filter
To account for the different stages of filtration (how factors of filtration change with filtration time), theoretical models have been developed that divide the filter into layers rather than viewing the filter as a whole. The multi-layer model proposed by Frising et al. (2005) includes different expressions for each of the four filtration stages proposed by Contal et al. (2004). In the model presented by Frising et al. (2005), the expression for filter penetration is,
(9)
in which dZ represents the filter layer thickness. This model adds terms to the formula to account for the dynamic state of packing density as the filter progressively becomes clogged with more liquid. The pressure drop expressions for this multi-layer model by Frising et al. (2005) are derived from the ‘wet’ pressure drop equation presented by Davies (1973). The expression proposed by Frising et al. (2005) for the first stage of filtration is,
(10)
in which αl represents the liquid packing density and dfwet represents wet fiber diameter. The expressions for the subsequent filtration stages are the same as this expression but with factors added in consideration of the increase in velocity through the filter that happens as it clogs. These added factors also account for the change in packing density in the filter that happens as it clogs with liquid. A source of error in this model is the theoretical assumption of a “liquid tube” model of film flow, in which Frising et al. (2005) theorizes a “liquid tube” forming around a fiber at the start of filtration. Mullins and Kasper (2006) demonstrated that the “liquid tube” theory is unsupported; they found that a continuous liquid film as indicated by the “liquid tube” model cannot exist in the absence of droplets, because a film in contact with an individual filter fiber will be fragmented by Plateau-Rayleigh instability (Plateau 1873). Another shortcoming of this model is the inability to predict when the transition to the next filtration stage or “layer” in the model occurs.
Blockage & the trade-off between capture and permeability
Blockage is important to consider when evaluating filtration efficiency and permeability of the filtration material. Over time, filtration efficiency increases due to clogging of the fibrous filtration media, and permeability decreases. As particle loading increases, the filtration medium’s properties change and parameters influencing filtration efficiency and permeability become more complex with time (Hubbe et al. 2009; Mahdavi et al. 2015). Such an effect is illustrated in Fig. 16.
Fig. 16. Illustration of blockage of flow channels within porous media due to motions of unattached particles, which then become lodged at points of narrowing, which can result in a disproportionately adverse effect on flow through the material
A model for filtration efficiency that accounts for blockage was proposed by Hinds and Kadrichu (1997) and Kirsch (1998), in which the increase in packing density of the filter medium and the increase in fiber diameter with particle loading is considered. In the model by Hinds and Kadrichu (1997), the new packing density (α), and the new mean fiber diameter (df) of a clogged filter medium are represented by:
(11)
In Eq. 11, Lf’ signifies the fibers’ total length per unit volume and Lp’ represents the chain length of particles per unit volume. These terms are given by,
(12)
and
(13)
in which N represents the number of captured particles per unit volume and LT represents the relative length of the particle chains in regard to the fibers. This model of dynamic filtration shows that as particle loading increases, the filter medium becomes a new medium with new characteristics.
Due to its smaller size and deeper extension into the aerosol stream, a deposited particle on a filter fiber surface is generally more efficient than a fiber in collecting particles. When a deposited particle captures another particle, a dendrite may be formed that protrudes into the aerosol stream. More particle loading gives growth to more dendrites that combine in a bridge-like fashion to become a dust cake (Kanaoka et al. 2001; Kasper et al. 2009). These captured particles, especially when they form dendrites and dust cake, tend to increase filtration efficiency and decrease permeability. Such a formation of dendrites is illustrated in Fig. 17.
Fig. 17. Conceptual illustration of the formation of dendrites of collected particles within fiber-based filter media
The trade-off between particle capture and permeability is important to consider in the purpose of the filter media. For example, a filter in a medical mask or respirator would need to highly prioritize permeability to allow the wearer to breathe and to prevent blockage of filter pores to maintain sufficient air flow inside the filter.
Particles that are not firmly attached to surfaces within filter media can give rise to increased blockage of pores as flow continues (Hubbe et al. 2009). Such effects can be expected to be important for relatively deep filter beds. In principle, a detached particle will tend to follow streamlines of flow. When such a streamline encounters a sufficiently narrow passage, that is the location where the particle will get stuck, thus decreasing the permeability of the bed. Though related theory and predictions are best developed for liquid flow through packed beds and geologic beds (Davudov and Moghanloo 2019; Miri et al. 2021; Yang et al. 2022), the same principles can be expected to apply in air filtration in some cases.
Leakage Issues
Fitting
A concerning factor affecting filtration efficiency in facemasks is the fitting of the mask (Grinshpun et al. 2009). As illustrated in Fig. 18, due to the differing curvatures and sizes of faces from person to person and to the varying shapes of the masks, issues with sealing of the mask can arise. Leakage due to improper fitting of the mask to the wearer highly diminishes the filtration efficiency of the mask (Oberg and Brosseau 2008). Leakage can be expected especially important during exhaling, since the exhaled area will tend to push the mask away from the face. Potential ways to overcome fitting issues will be considered later, in the context of the morphology of facemasks.
Fig. 18. The importance of achieving an excellent seal to prevent unfiltered air from bypassing the filter medium of a facemask. Figure concept redrawn based on original by Chiera et al. (2022)
Relationship of leakage to permeability
Permeability is a very important property to consider when constructing a practical and effective mask. Figure 19 illustrates a commonly observed trade-off between collection efficiency and pressure drop through filter media, for instance when the thickness of the filter device is increased. Respiratory resistance in a mask will inhibit the user from properly wearing a mask. However, too much permeability will cause microbes and particles to leak through the pores of the mask. N-95 masks are highly efficient in filtering viruses and bacteria, but their poor permeability can create a hypoxic environment within the mask. Huang and Huang (2007) showed such oxygen concentrations to be as low as 16.4%, which is not practical or safe for long-term wear. It has been demonstrated that using nanofibers in suitably low-density filter media increases permeability and thus decreases respiratory resistance (Skaria and Smaldone 2014). This higher permeability leads to more of the exhaled air passing through the mask filter fibers rather than the exhaled air exiting the sides of the mask and bypassing the filter fibers. As shown in Fig. 19, due to a variety of different mechanisms, the relationship between pressure drop and capture efficiency is likely to be nonlinear. Regarding leakage, a finite amount of air might bypass a filter by diffusion (probably a minor proportion), and thereafter the leakage might be directly proportional to the pressure drop across the filter device.
Fig. 19. Hypothetical illustration of an expected trade-off between collection efficiency and pressure drop, especially when using a simple uniform layer of filter media
Filter Capacity Issues
Pore volume fraction, media surface area, and mechanism-dependence of filter capacity
A filter medium’s filter capacity is dependent, among other factors, upon both its specific surface area and its pore volume fraction. Formulating a filter with specific surface area high enough for sufficient filtration efficiency and with a pore volume fraction high enough for appropriate permeability, without sacrificing filtration efficiency, is the main challenge. From a rudimentary perspective, a filter medium’s filter capacity is a function of the pore volume fraction and the surface area of the filter medium; however, filtration is a highly complex process to model, and other factors and mechanisms must be evaluated (Guo et al. 2002).
Figure 20 depicts two idealized views related to filter capacity and how particles can accumulate. If and when a cake of collected particles has covered the surface of a filter device, the internal capacity of the filter medium may sometimes become unimportant relative to that of the cake material (Gupta et al. 1993).
In addition, the holding capacity of filter media can be affected by the conditions of testing. For instance, Pei et al. (2019) showed that the capacity of a cellulose filter for KCl particles increased with increasing relative humidity. The cited authors explained their findings based on a capillary condensation mechanism (Mitropoulos 2008), followed by partial dissolution of the particles in the lenses of aqueous solution resulting from the condensation. Such capillary condensation, which occurs at the nano-sized points of contact between solid surfaces, explains why dry solid particles collected on a dry solid surface tend to become more firmly attached during the first few seconds or minutes of contact in the presence of ambient air (Bocquet et al. 1998).
A key limitation regarding capacity of filter devices is a tendency for blockage of flow, either by cake formation of debris on the surface of the filter or by clogging of pores within the media (see Fig. 20). Such blockage can render unavailable some of the initial capacity of the filter media to accommodate materials. Rochereau et al. (2008) considered cases in which cellulosic material was regarded as “non-adsorptive” for the material that was being collected from the air. However, the presence of cellulose appeared to increase the capacity of the filter to contain the silver aerosol particles. Particle loading also can affect the subsequent collection efficiency (Wang and Otani 2013).
Fig. 20. Depiction of factors affecting the capacity of a filter device, including void volume, plugging (which can render some volume unavailable), and cake formation
From the standpoint of cellulosic materials preparation, some known technologies can be used that will affect the proportion of void volume and the specific surfaces area of a resulting filter mat. Three stages of such preparation need to be considered, namely the preparation of the wet fibers, the forming of the mat, and the drying. The drying stage is especially critical. Capillary forces during the conventional drying of cellulosic fiber mats have the potential to close pores and densify that material (Rey and Vandamme 2013; Akbari et al. 2015; Yamasaki et al. 2019; Ben Abdelouahab et al. 2021). Yamasaki et al. (2019) found that shrinkage of nanocellulose-containing gels during their drying could be minimized by the three strategies of (a) using inherently stiff structural components (e.g. the cellulose nanocrystals themselves), (b) changing the interactions between the particles, and (c) using solvent exchange as a means of reducing the capillary forces during drying. Other reported approaches to achieve the same ends include freeze drying (Mao et al. 2008; Jimenez-Saelices et al. 2017). Jimenez-Saelices et al. (2017) demonstrated that a combination of spray drying and freeze drying outperformed ordinary freeze drying with respect to preserving the mesopore structure of NFC aerogels. Toivonen et al. (2015) achieved a higher rate of production of NFC aerogel films by use of a solvent exchange procedure before drying. The water was first exchanged to isopropanol and then to octane, followed by evaporation under ambient conditions. Options of this nature will be explored in greater detail in the next section of this article.
To combat filter capacity issues and to optimize filter efficiency while maintaining a low pressure drop, the choice of filter medium is a highly important factor. Fibrous filter membranes have superior filter capacity in comparison to porous films because porous films operate mainly by the size-exclusion principle, requiring their surface pores to be small enough to efficiently filter; this low surface porosity greatly increases pressure drop when the filtered particulate adheres to the pores (Zhao et al. 2017). Fibrous filter membranes, by contrast, are composed of fibers whose diameters can be manipulated and that are arranged by random stacking of various fiber layers. Rather than only the size-exclusion principle, fibrous filters function by a combination of other capture mechanisms, including diffusion, interception, and impaction (Li et al. 2013).
To enhance filter capacity, much research has been devoted to developing filter media that optimize media surface area and pore volume fraction. This can be achieved by manipulation of fiber properties. Reducing fiber size to the nanometer scale grants the filter medium a high specific surface area, which can greatly improve filter capacity (Xu et al. 2016). Because of the high surface area-to-volume ratio of nanofibers, filter media composed solely of nanofibers usually cause higher pressure drops than filter media composed of larger diameter fibers (Podgorski et al. 2006, Kim et al. 2008). This issue can be alleviated by manufacturing multi-layer filter media, in which a nanofiber layer is applied atop a microfiber layer, so that the resulting composite filter inherits advantages intrinsic to both fiber types composing the filter layers (Podgorski et al. 2006; Wang et al. 2008; Leung et al. 2010). Promising nano-scale filter media, due to their high specific surface area and highly interconnected pore structures, include polymer nanofibrous membranes, carbon nanotubes, nanocellulose, porous metal-organic frameworks, and nanowire networks (Chattopadhyay 2016; Fan et al. 2018; Liu et al. 2020).
Cake filtration
Determining a filter medium’s filter capacity is further complicated by cake filtration, which was illustrated in Fig. 20. Particles become caked onto the filter surface via surface filtration (Kanaoka 2019). Effects related to cake formation often become evident later in the stages of filtration after enough particles have deposited on the filter surface. Cake filtration typically decreases the filter’s air permeability (Ellenbecker and Leith 1980; Cheng and Tsai 1998). During filtration through a mask, bioaerosols such as bacteria, fungi, and viruses can cake on the filter surface and clog the pores of the filter, leading to decreased mask breathability and increase in the chance of secondary contamination (Chua et al. 2020). These phenomena can motivate the application of antimicrobial treatments in filters. Nanocellulose, due to its capacity for functionalization and thus biocidal modification, is a suitable filter membrane material to combat the issues of particle accumulation. Likewise, nanocellulose’s capacity for fibrillation can help to reduce the effects of particle accumulation on filter permeability. A fibrillated nanocellulose surface increases the surface area for particle collection, reducing the frequency of plugging and caking. Freeze-drying the fibrillated nanocellulose filter to preserve the wet fibrillated structure into the dry state also helps to reduce plugging effects and increase permeability, because this structure preservation prevents loose fibrils from falling and clogging the porous fibrous network (Mao 2008).
Modeling filter capacity becomes complicated, as cake filtration is a dynamic process that causes variable thickness as well as changes in porosity and permeability. The packing density (αpc) of the filter cake is an important measurement for evaluating the pressure drop of the caked filter medium. The mass of the deposited particles is found by measuring the difference in the mass between the clean filter and the clogged filter (Abdolghader 2018). In other words, the packing density of the deposited particles can be estimated from the mass of the deposited particles (m) relative to the area of the filter surface (Ω). The packing density of the cake is therefore,
(14)
in which L is medium thickness and ρp is the particle density (Abdolghader 2018). Cake formation typically increases filtration efficiency and decrease permeability. Due to a particle’s smaller size and protrusion from the filter surface into the filtrate stream, a deposited particle generally is more efficient than a fiber in collecting particles (Kanaoka et al. 2001; Kasper et al. 2009).
Antimicrobial Effects
Antimicrobial agents and their mechanisms
Antimicrobial agents can be used in filters to help prevent biological contamination. Antimicrobials can work by either by killing the microbe or by inactivating the microbe, thereby granting the host immune system an opportunity to react (Imani et al. 2011). Biocides have several mechanisms of killing or inhibiting microbes. Biocides can cause cell death by generating reactive oxygen species, such as hydroxyl radicals or hydrogen peroxide, which lead to the peroxidation of the phospholipids in bacterial cells to damage bacterial DNA (Choi and Hu 2008; Ruparelia et al. 2008). Biocides can work by physical destruction of the cell membrane or cell wall, especially during interactions with sharp edges of nanomaterials (Akhavan and Ghaderi 2010; Parandhaman et al. 2015). Biocides can also release metal ions that disrupt DNA replication and ATP production, leading to cell death (Gunawan et al. 2011). Incorporating biocides into filters can help address biological contamination issues of filters.
Cationic polymers
Since many microbes have a net anionic charge in aqueous media, cationic polymers can be highly effective for biocidal application in filters. Masks composed of polypropylene fibers treated with dimethyl-dioctadecyl-ammonium bromide have been shown to increase mask efficacy due to the positive electrical charge of the agent attracting bacteria (Huang and Huang 2007). Chitosan, due to its natural abundance, biocidal activity, and biodegradability, is a favorable cationic polymer for biocidal filter treatment (Ye et al. 2005). Imani et al. (2011) developed an antibacterial cellulose filter paper using chitosan and silver nanoparticles deposited on the cellulose fibers. They demonstrated that the chitosan and silver nanoparticles exhibited significant antibacterial activity against Staphylococcus aureus and Escherichia coli, with the 8-bilayer treated filter paper having higher antibacterial activity than the 2- or 4-bilayer treated filter paper. They found that the deposition of the chitosan and silver nanoparticles on the cellulose fibers did not affect filter pore structure or tensile strength of the filter paper.
It is known that bacterial cells tend to spread out on surfaces, and such processes may be related to interfacial forces (Hubbe 1981). If those forces are large, as in the case of a negatively charged biological cell on a positively charged solid surface, a greater degree of spreading and stress within the cell may be expected. In principle, the induced stress on the adhering microorganisms may interfere with their normal functions. Such a mechanism was demonstrated by Tyagi et al. (2019), in the case of CNC and the cationic polymer chitosan coated onto cellulose.
Nano-silver particles
Nano-silver particles are commonly used in commercial products that require antimicrobial activity. The success of Imani et al. (2011) in developing an antibacterial cellulose filter paper by treatment with nano-silver particles and chitosan already has been discussed. Kharaghani et al. (2018) developed an antimicrobial mask by combining polyacrylonitrile nanofibers with highly dispersed nano-silver particles. The result was a washable mask that can prevent the two-way passage of bacteria from person to environment and from environment to person. Hiragond et al. (2018) incorporated nano-silver particles into a commercial face mask. They found the product to exhibit high antibacterial activity toward both Escherichia coli and Staphylococcus aureus.
Used filters as source of microbes and toxins
It is well documented that used filters can be less efficient at improving air quality than a new filter. Used filters also can be a source of microbes and toxins. The microbes themselves are not always the direct cause of the filter’s deterioration of air quality; the cause of reduced performance also be the chemicals left behind by microbes even after the microbes have been sterilized from a filter (Clausen 2004). These chemicals that build up on a used filter can be toxic themselves, but they also can react with ambient chemicals to form other noxious products that deteriorate perceived air quality (Weschler and Shields 1997; Weschler 2000, 2003; Clausen 2004).
Disinfection of used filters
Disinfection of used filters is especially important in the case of the repeated wearing of masks. The reuse of masks may become needed during health crises such as the COVID-19 pandemic to ensure continued availability of PPE. Some types of chemical disinfection have been shown to be ineffective and cause harm to the filter fabric (Derraik et al. 2020). Disinfection treatments for masks that have been demonstrated effective and to allow the safe reuse of masks include ultraviolet germicidal irradiation, application of vaporized hydrogen peroxide, and moist heat (Derraik et al. 2020; Rodriguez-Martinez et al. 2020; Singh et al. 2020).
FACTORS AFFECTING FILTER PERFORMANCE
Overview
Regardless of theoretical considerations and fits to mathematical models, a great deal has been reported on how various attributes of filter media affect outcomes such as collection efficiency, capacity, and pressure differential. This section will focus on such factors and their effects.
Structural Factors
Media fiber size
Fiber fineness is one of the most important parameters to consider when selecting an efficient filter medium. The sizes of the fibers composing a filter medium influence the capture efficiency of the filter. Finer fibers increase the specific surface area per unit mass of the filter. Wood cellulose fibers have a diameter around 20 μm (Chen 2017). This relatively high diameter renders unmodified wood cellulose fibers inefficient at filtering airborne aerosols (Sun et al. 2018; Garcia et al. 2021).
A wet cellulose fiber can be fibrillated to increase its specific surface area from approximately 1 to 250 m2/g (Garner and Kerekes 1978). This increase in surface area that fibrils introduce can aid greatly in the filtration capacity. The issue of the fibrils collapsing and rebonding upon drying can be ameliorated by freeze-drying the pulp to preserve the wet fibrillated structure after the filter is dried (Fernandes Diniz et al. 2004; Mao et al. 2008; Lu et al. 2018). Softwood cellulose fibers have been found to yield superior fibrillation to hardwood fibers, which is possibly because of their longer length and higher capacity for mechanical abrasion (Mao 2008). Filters utilizing nanocellulose technology have been demonstrated as effective tools for air filtration to filter particulate matter (PM2.5), submicrometer aerosol particles, and microbes (Mao et al. 2008; Sim and Youn 2016; Chen et al. 2017; Chua et al. 2020; Garcia et al. 2021; Deng et al. 2022; Sun et al. 2022).
Cellulose pulp fibers can be mechanically refined to obtain nanofibrillated cellulose (NFC, which is also called cellulose nanofibril) or treated via acid hydrolysis to obtain cellulose nanocrystals (CNCs). Nanocellulose products grant the filter membrane a high filtration capacity due to their high surface area and optional surface functionalization (Alavi 2019; Sim and Youn 2016). CNC particles can have diameters of about 4 to 10 nanometers, whereas NFC is generally somewhat thicker and much longer (Donaldson 2007). High surface area can be achieved, even without going all the way to nanocellulose, by mechanically beating and fibrillating the pulp fibers, creating fibrils with a larger surface area both on the fiber surface and within in the fiber cell wall.
Media pore size and fractional porosity
Another way to visualize the microstructure of a filter is to focus on the sizes of the pores. The pore size and fractional porosity of a cellulosic filter medium are governing factors affecting a filter’s capture efficiency. Due to the micrometric diameter of native cellulose fibers, ordinary cellulose pulp produces filters with comparatively large pores, which are associated with spaces between the fibers in the mat. The relatively large pores (as well as low specific surface area) result in a filter with relatively low capture efficiency against particulate matter and airborne aerosols (Garcia et al. 2021). Utilizing nanocellulose technology to yield much smaller fibrillar elements produces a filter with a much smaller pore size, greater capture efficiency, higher porosity, and in some cases lower pressure drop (Sim and Youn 2016; Chua et al. 2020; Liu et al. 2021). Cellulose’s ability to form nanoporous membranes grants it capability to substitute for petroleum-based fibers in the production of disposable air filters and face masks (Chattopadhyay et al. 2016; Chen et al. 2017; Lu et al. 2018; Garcia et al. 2021; Deng et al. 2022).
The highly intricate nanoscale pore structure produced by nanocellulose can indirectly lower a filter’s capture efficiency over time, as the openings either close up or get clogged. The initial pressure drop through a cellulose-based layer of filter media can be minimized by maintaining a low-density, bulky structure, but low density often implies a relatively low mechanical strength. Incorporating CNC as reinforcing particles into the cellulose nanofiber filter membrane has been shown to preserve the mechanical integrity of the nanoporous filter structure (El Miri et al. 2015; Zhang et al. 2019; Santos et al. 2020). Another way to enjoy the high capture efficiency and low pressure drop granted by the nanoporous network of a nanocellulosic fiber membrane is to build a composite filter structure that includes the nanocellulose layer of high porosity with a supporting layer of higher mechanical strength. Khalil et al. (2012) applied a cellulose fibrous aerogel layer to a glass fiber-based particulate air filter to successfully improve the filtration efficiency without sacrificing pressure drop.
Morphological issues relative to mask fitting
Morphological issues for filters are most prominent in face masks. Regardless of how high a mask’s filtration efficiency is, fitting of the mask to the face and leakage remain challenges. Due to nanocellulose’s high capacity for functionalization, a mask composed of nanocellulose fibers could minimize leakage issues by edging the cellulosic mask with another fiber layer that has been demonstrated to have a high capture efficiency, such as fluffed polypropylene fibers (Huang and Huang 2007). These authors found this method to have higher filtration efficiency and lower leakage in comparison to standard surgical masks and N-95 respirators.
Another method of minimizing leakage due to fitting issues is 3D printing of face masks. 3D printing of masks has been reported as an excellent manufacturing strategy to produce optimally fitting masks (Ishack and Lipner 2020; Swennen et al. 2020). 3D printing can even manufacture masks that first scan a person’s face to match the contours of the mask almost perfectly, thus minimizing leakage (Cai et al. 2018; Swennen et al. 2020). It has been shown that 3D printing can utilize cellulose as the base material to print a custom-fit mask that is biocompatible, biodegradable, and minimizes leakage (Oladapo et al. 2021). In addition, a carboxymethylcellulose composite was demonstrated to be an excellent polymer for 4D printing of structures, where the fourth dimension is time. Such 4D printing technology can achieve shape memory properties even in response to environmental pressures. This type of approach would be highly desired in a reusable, properly fitting face mask.
Dynamic Factors
Pressure differential
Pressure differential is an important parameter to consider in air filtration, especially for face masks. A face mask needs to maintain a low pressure differential to enhance breathability for the wearer (Osman 2020). However, the trade-off between pressure differential and filtration efficiency presents challenges for manufacturing the ideal face mask. Typically, the larger the pores and the higher the porosity of the filter media, the lower the pressure differential, but this comes at the expense of a lessened capture efficiency. Therefore, when pursuing comfortability and practicality in the manufacturing of a face mask, the capture efficiency can suffer as the manufacturer attempts to maximize breathability.
Nanocellulose technology can help optimize the balance between pressure differential and capture efficiency in a face mask. Pressure differential is reduced with lower apparent density of the filter media, smaller pore diameter, and increased mat thickness (Huang et al. 2013; Shokri et al. 2015). Cellulose nanofibers are unique in that they contribute a high specific surface area (up to 101.8 m2/g) and are able to compose a thin filter medium with a low apparent density, high porosity, high capture efficiency, and high breathability due to a low pressure differential (Jiang and Hsieh 2015; Sim and Youn 2016; Chua et al. 2020; Liu et al. 2021). A cellulose fibrous aerogel layer has been applied to a glass fiber-based particulate air filter while maintaining low pressure differential and high capture efficiency (Khalil et al. 2012). Mao et al. (2008) demonstrated a method of freeze-drying pulp so that the fibrillated structure in the wet state is preserved into the dry state, thus enabling the fibrils to remain anchored to fibers without collapsing and forming blockages in the fibrous network. Such densification would increase pressure differential and lessen breathability. Nanocellulose’s high capacity for functionalization also aids in minimizing pressure differential. Chen et al. (2017) carried out hydrophobic modification of a thin, porous cellulose nanofibrous screen to successfully filter PM2.5 while maintaining a low pressure differential.
Flow velocity
Flow velocity greatly influences the performance of fibrous filters. At low flow velocity, diffusion and electrostatic forces tend to be the more dominant mechanisms at play for particle capture. At higher flow velocity, interception becomes the dominant mechanism (Mahdavi 2013), except for the smallest particles. Richardson et al. (2006) used various particles and manipulated the flow rate with N95 masks. It was shown that increasing flow rate increased particle penetration through the face mask filter. Konda et al. (2020a,b,c) also demonstrated that increasing the flow rate decreased the filtration efficiency and increased particle penetration through filters. This phenomenon is an important consideration in the construction of an effective cellulosic face mask, due to wearers’ varying breathing flow rates, especially in conditions of manual labor or physical exercise. Experiments with cellulosic filter media for engine air filters have shown that high aerosol flow velocities can cause increased particle penetration and particle re-entrainment (Jaroszczyk et al. 1993). Particle re-entrainment in a face mask would especially be a concern for the wearer if the face mask contained no antimicrobials to kill the re-entrained pathogenic microbes. The influence of flow velocity on aerosol penetration through face mask and respirator filters has been thoroughly studied (Silverman et al. 1951; Hinds and Kraske 1987; Chen et al. 1992; Wallart 1997; Backman 1999; Berndtsson 1999), and the complexity of the variables at hand highlight the importance of incorporating biocides into masks designed to filter pathogenic microbes.
Moisture-related Effects
Relative humidity
Humidity is another parameter that affects the capture efficiency of cellulosic filter media (Mahdavi et al. 2015; Mostofi et al. 2010). As has been noted, capillary forces between the filter fiber surface and the filtrate particle have been shown to increase with increasing relative humidity, resulting in diminished rebound of nanoparticles from a filter surface. Because of this phenomenon, thermal rebound of nanoparticles is mainly possible at conditions of low relative humidity (Givehchi and Tan 2015). Another way that relative humidity affects the capture efficiency of fibrous filter media is by the moisture’s influence on hygroscopic aerosol particles. The aerodynamic diameter of hygroscopic particles is influenced by relative humidity (Tang et al. 1997). The hygroscopic growth factor, which is the change of particle diameter in humid conditions versus dry conditions, depends both on particle size and on relative humidity. The growth factor has been shown to increase with decreasing particle size and with increasing relative humidity (Hu et al. 2010). The uncertainties of hygroscopic growth predictions are maximized with nanometer-sized particles. Biskos et al. (2006) found that at a fixed relative humidity, the growth factor of nanosized NaCl particles decreased with decreasing particle size below 40 nm.
These physical changes in particle sizes in response to varying relative humidity at the filter surface affect the filtration efficiency. It has been shown that increasing relative humidity irreversibly decreases filtration efficiency of fibrous filter media. Montgomery et al. (2015) showed that after NaCl and Al2O3 particles were loaded onto a fibrous filter at high relative humidity and subsequently exposed to clean air in dry conditions, the filtration efficiency of dust particles was significantly reduced. This lower filtration efficiency often can be attributed to the physical change in particle structure of the captured dust (Montgomery et al. 2015). Kim et al. (2006a) found relative humidity to have no effect on the filtration efficiency for particles smaller than 100 nm. Other studies have found filtration efficiency to increase with relative humidity for coarse particles (Hinds 1999; Miguel 2003).
The filtration efficiency of electret filters suffer with higher relative humidity, due to moisture’s lessening the charge of the fiber and particle surfaces (Givehchi and Tan 2015). Another type of filter that suffers lower filtration efficiency with higher relative humidity is a face mask, which is concerning due to the moist conditions that occur with the wearer’s breathing inside of a face mask (Li et al. 2006; Zhou et al. 2020a). As parts of the filter medium become filled with aqueous fluid, the air streamlines may be restricted to less numerous contiguous passages through the filter.
Wetted surfaces, swelling, and clumping of the media
Wetting of surfaces of fibrous filter media can harm the filtration efficiency of the filter. This makes face masks especially an area of concern due to the moist conditions that can develop as the wearer breathes inside of the face mask and as droplets are emitted while speaking (Li et al. 2006; Zhou et al. 2020a). Practical and theoretical aspects of the filtering of aerosol droplets have been reviewed by Rengasamy et al. (2004) and Mead-Hunter et al. (2014). The wetted surfaces from human breathing inside of a mask also reduce the electrostatic surface charge of the mask filter, resulting in a reduced filtration efficiency (Choi et al. 2021). Studies with N95 masks show that filtration efficiency is reduced in wet conditions versus dry conditions at various flow rates (Richardson et al. 2006). These humid conditions also produce an environment inside the mask favorable to microbial growth, which is a challenge for masks designed to filter microbes (Zhou et al. 2020a).
Cellulosic filters are a concern due to cellulose’s intrinsic hydrophilic properties. Because of cellulose’s hydrophilic properties, the cellulose fibers in a cellulosic filter naturally absorb water, which deteriorates the fiber structure, reduces the filter integrity, lowers water resistance, and lowers filtration efficiency due to fiber swelling (Mukhopadhyay 2014; Stanislas et al. 2021a,b). In addition to fiber swelling, a nanocellulosic mask’s nanostructure is also altered by clumping of the wetted cellulose fibrils (Sjöstedt et al. 2015). It has been stated that the clumping of wetted cellulose fibrils can be combated is to introduce electrostatic charge onto the fiber surface to encourage the repulsion of the fibrils into individual fibrils (Sjöstedt et al. 2015). To prevent wetting, swelling, and clumping of the cellulosic filter structure, a cellulose-based mask must undergo treatment that grants it hydrophobic properties. Treatment imparting antimicrobial properties is also important in a cellulose-based mask to prevent humid conditions inside the mask from promoting microbial growth. Hydrogels prepared from cross-linking nanofibrillated cellulose, polyvinyl alcohol, and borax have shown excellent material stability, water repellency, and swelling retardancy (Spoljaric et al. 2014). This type of technology could be incorporated in the development of an effective cellulosic face mask.
Changes in stiffness of media
Cellulosic media change in stiffness is response to changes from humid conditions to dry conditions. It follows that a cellulosic filter’s filtration efficiency would be affected due to changes in moisture. As can be seen with a cellulose sponge, a cellulosic filter contracts and stiffens upon drying and swells and softens upon wetting (Rey and Vandamme 2013). Stiffening of the cellulosic media upon drying can be attributed to closing of pores driven by capillary pressure (Campbell 1959; Page 1993; Rey and Vandamme 2013). Freeze-drying during the manufacturing of the cellulosic filter can help to avoid the complications of cellulosic filters stiffening and lowering filtration efficiency upon drying. Freeze-drying helps retain the cellulose fiber structure from the wet state into the dry state (Chatterjee and Makoui 1984). In freeze-drying, water transitions directly from ice state to vapor state, bypassing the capillary pressure of liquid menisci that would otherwise cause fibril rebonding and stiffening of the media and the formation of hydrogen bonds at the junctions between the previous cellulosic surfaces. It has been found that even partial freeze-drying of cellulosic air filters, in which most of the surface water is extracted by freeze drying and the remaining is evaporated by air drying, retains the cellulosic fiber structure into the dry state also with the fibrillation intact. The resulting filtration efficiency of this freeze-dried cellulosic air filter was close to the filtration efficiency of N95 commercial respirator filters (Mao et al. 2008).
Hydrophobic surfaces
Hydrophobic surfaces in cellulosic filter media are necessary to maintain high filtration efficiency after moistening. Top priorities are to avoid the clumping and loss of specific surfaces area, as has been discussed in earlier sections. Because cellulose is naturally hydrophilic, hydrophobic modification of the cellulose filter membrane is vital (Heydarifard et al. 2016; Fan et al. 2017; Liu et al. 2021). Cellulose’s abundance of hydroxyl groups renders it highly capable of this hydrophobic modification (Alavi 2019). In addition to chemical resistance and water resistance, hydrophobic modification of cellulosic filter membranes enables more water vapor channels to be maintained in the presence of moisture (Liu et al. 2021). Silane compounds such as methyltrimethoxysilane and hexadecyltrimethoxysilane have been shown to be effective in derivatizing cellulose nanofiber filter membranes to improve the filtration efficiency, water resistance, and mechanical integrity of the cellulosic filter membrane (Liu et al. 2021; Ukkola et al. 2021). Heydarifard et al. (2016) prepared a hydrophobic, high tensile strength cellulosic filter for efficient aerosol particulate entrapment by crosslinking polyvinyl acetate to the cellulose fibers. Another method of imparting hydrophobicity to a cellulosic filter membrane is application of hydrophobic coatings, such as waxes, silicones, and fluorocarbon resins (Mukhopadhyay 2014). Further methods to impart hydrophobic character to cellulosic surfaces have been reviewed recently by Szlek et al. (2022).
Electrical Charge Effects
Electret systems
Electrostatic charge is a major governing factor contributing to the capture efficiency of a filter (Wang 2001). The presence of an external electric field, the electric charge of the collector surface, and the charge of the aerosol or particulate all help determine the filtration efficiency of a filter system. Application of electrostatic charge to a filter membrane allows the filter to collect small particles by adsorption due to their electrostatic charge. Without the applied charge, some of these small particles would penetrate the filter because only the physical sieving and diffusional impaction mechanisms of filtration would be at play, neither of which may be highly efficient at intermediate particle sizes. The filtration capacity of filters without electrostatic treatment has been found to only reach up to 85% in some cases (Iwata et al. 2016). Application of electrostatic charge to the filter material renders the filter surface positively charged. The negative charge of the microbes, aerosol particles, and other particulates results in their capture on the filter fiber surfaces (Winski et al. 2019). Electrostatic air filters have been demonstrated to maintain high filtration efficiency and low pressure drop even with changing membrane thickness (Chua et al. 2020). Other advantages achieved by electret systems of filtration are enhanced submicron particulate collection efficiency without increasing filter mass or density, enhanced filtration performance uncompromised by relative humidity and storage at high temperatures, and enhanced filtration efficiency without compromising air permeability (Mukhopadhyay 2014; Zhao et al. 2020). Face masks that incorporate electrostatic treatment can have higher filtration efficiencies than N95 masks (Konda et al. 2020a,b,c).
Triboelectricity
One way that electrostatic charge is applied to filter media is by triboelectrification. Triboelectricity occurs when surfaces gain an electric charge via frictional contact between the surfaces, which typically requires a polarity difference between two materials. For example, such effects can be achieved by the use of blends of contrasting fibers that encounter rubbing action (Drouin 2000). This required polarity difference restricts the candidacy of materials for triboelectric contact pairs. To combat this challenge, desired triboelectric properties can be engineered by chemical modification of filtration materials. For example, a needle-punched triboelectric air filter composed of polytetrafluoroethylene fibers modified by polyphenylene sulfide fibers and silica nanoparticles exhibited notably high filtration efficiency, and it showed excellent charge regeneration performance (Wang et al. 2019), which would be a property extremely useful for reusable face masks. The engineering of polymers to exhibit triboelectric properties also has been accomplished via atomic-level chemical modifications using amines and halogens (Shin et al. 2017). Krucinska (2002) studied the effects of various technological parameters and the performance of needled nonwoven fabrics for electret filtration.
Cellulose has potential for chemical modification to attain triboelectric properties due to cellulose’s abundance of –OH groups at the surface (Tavakolian et al. 2020). In principle, untreated cellulosic material can be expected to acquire a negative triboelectric charge when it is rubbed against substances that readily give up an electron. Cellulose fibers are commonly used in the manufacturing of cellulose-based triboelectric nanogenerators (Zhang et al. 2021; Zhou et al. 2022), so this same technology can be applied to cellulosic triboelectric air filters. Using cellulose-based triboelectric nanogenerator technology, a face mask was constructed that effectively filtered PM1.0, PM 0.5, and PM0.3 with high filtration efficiency of 98.4%, 97.3%, and 95.0%, while maintaining a low pressure drop of 86.0 Pa. This face mask contained a self-powered cellulosic triboelectric air filter that was driven by the wearer’s respiration (Fu et al. 2022).
Ionic charge effects due to chemical modification
Incorporating ionic charge into filter media can enhance the capture efficiency of the filter. For example, a reaction with cellulose’s many hydroxyl groups can be used to prepare cationic functional groups (Alavi 2019). For a face mask with a nanocellulosic filter, cationization allows a moistened mask to attain permanent ionic charge, higher capture efficiency, hydrophobicity, and antimicrobial properties (Choi et al. 2021; Liu et al. 2021). Polypropylene fibers treated with dimethyldioctadecylammonium bromide were found to contribute a positive ionic charge that attracted bacteria to the medical mask filter, allowing the mask to attain a bacterial and viral filtration efficiency of nearly 100% (Huang and Huang 2007). A polycation, polyethylenimine, when adsorbed onto thin cellulose films, demonstrated 15-fold higher viral capture efficiency than the untreated cellulose surface (Tiliket et al. 2016). This finding explains the significant increase (to 99.999%) in capture efficiency of viral droplets when a medical mask’s cellulose filter layer was modified to include two PEI-functionalized cellulose filters (Tiliket et al. 2011). The polycation on cellulose filter fibers was found to enhance capture of negatively charged microbes.
Electrostatically active nanoparticles
Another way to impart electrostatic charge to cellulosic filters to enhance capture efficiency is by incorporation of electrostatically active nanoparticles. Cellulose’s abundance of polar hydroxyl groups within its structure grants it the excellent ability to bind electrostatically active nanoparticles (Shankar et al. 2018). The resulting composite structure of cellulosic filter fibers and nanoparticles has been shown to exhibit high porosity and large surface area, which can greatly increase filtration efficiency (Liu et al. 2008; Pradhan and Parida 2011). Metal and metal oxide nanoparticles exhibit antimicrobial activity due to their nano size and high specific surface area, which is useful in face masks to kill viruses, bacteria, or fungi that are collected by the mask (Zhou et al. 2020a). Common metal-based nanoparticles that have demonstrated antiviral activity are copper, silver, zinc, gold, and titanium (Galdiero et al. 2011). TiO2 nanoparticles have demonstrated outstanding antiviral activity; in a sample of TiO2 nanoparticles and Newcastle disease virus, its antiviral effect was attributed to its disintegration of the viral lipid membrane and to its blockage of viral attachment (Akhtar et al. 2019). Negatively charged ZnO nanoparticles have shown antiviral activity against herpes viruses (Mishra et al. 2011; Tavakoli et al. 2018; Cai et al. 2019). Copper oxide nanoparticles’ inclusion in N95 masks demonstrated an uncompromised filtration efficiency with the advantage of granting the mask antiviral activity against virions that adhered to the mask.
Factors Affecting Permeability
Structural factors: Fiber diameter
Fiber diameter heavily influences the permeability of filter media. Permeability is especially important to consider in masks, which should exhibit a low pressure drop (i.e., high air permeability) to enable comfortable breathing for the wearer (Osman 2020). Nanofiber filter media have been shown to increase air permeability, as long as factors such as apparent density are optimized. For masks, this higher air permeability means that more of the wearer’s exhaled air passes through the mask rather than bypassing the filter and going around the mask (Skaria and Smaldone 2014). Nanocellulosic filter media have shown higher breathability than cellulose pulp filters (Chua et al. 2020). Fibrillation of nanocellulose fibers can be accomplished by wet beating, wet forming the nanocellulose filter, then freeze drying. The freeze drying process retains the fibrillation into the dry state and has shown matched breathability and filtration efficiency to N95 filters (Mao 2008). Zhang et al. (2019) demonstrated that the nanosized fiber diameter of an electrospun polyvinyl alcohol and cellulose nanocrystal composite filter significantly increased air permeability while increasing filtration efficiency.
Pore size and pore volume fraction
Filter permeability is highly governed by the pore size and pore volume fraction of the filter media. Achieving a filter composition with sufficient air permeability while not compromising filtration efficiency remains a challenge. For a filter dominated by deterministic size-exclusion filtration, high porosity and large pores increase permeability, but they decrease filtration efficiency. Due to nanocellulose’s high capacity for functionalization and to form filters with high porosity and high specific surface area (Jiang and Hsieh 2015; Alavi 2019; Liu et al. 2021), nanocellulose technology helps optimize the balance between filtration efficiency and permeability. A layered filter composed of nanocellulose fibers coated by microcellulose fibers and protein nanoparticles demonstrated a filtration efficiency above 99.5% for PM1-2.5 as well as an extremely low pressure differential of 0.194 kPa/g (Fan et al. 2018). This layered filter achieved relatively high permeability due to the large pores produced by the microcellulose fibers and the high porosity granted by the nanocellulose fibers, while optimizing filtration efficiency by taking advantage of the high surface area of the nanocellulose layer as well as its ability for functionalization by the nanoprotein particles.
Mat thickness
While mat thickness increases filtration efficiency, it typically reduces permeability (Mao 2008). Mat thickness especially becomes an issue in particulate matter (PM) polluted air filtration, because to attain filter longevity and to combat PM plugging and cake filtration effects, a bulky, thick filter is needed, and increasing the thickness lowers air permeability (Chen et al. 2017). To combat these issues, a stainless steel screen (300 mesh, pore size of 48 micrometers) was coated with a thin cellulose nanofiber layer that was hydrophobically modified using polydimethylsiloxane. This filter exhibited high filtration efficiency for PM2.5 with high air permeability and high, long-term mechanical integrity under humidity range from 45% to 93% (Chen et al. 2017). Another way to address the issue of mat thickness’s permeability reduction is via fibrillation of the nanocellulose fibers. Nanocellulose fibrils increase the surface area of the filter, lessening the thickness of mat required for equivalent filtration efficiency (Mao 2008). Nanocellulose’s chemistry, ease for functionalization, and fibrillation capabilities render it a suitable filtration material to combat challenges such as mat thickness and its effect on air permeability and filtration efficiency.
Moisture-related effects
Studies suggest that as relative humidity increases, the flow resistance of fibrous filter media decreases with hygroscopic particle loading, but with non-hygroscopic particle loading, the higher relative humidity shows no effect (Gupta et al. 1993; Miguel 2003; Joubert et al. 2010, 2011). Montgomery et al. (2015) demonstrated this phenomenon with attachment of hygroscopic particles being irreversible in nature after exposure to high humidity. These findings indicated a physical transformation in the structure of the collected particles that does not reverse once the elevated humidity is lessened, and a permanent decrease in flow resistance with hygroscopic particle-loaded filter media. Other studies have shown that when wet particles collect on a filter surface, they conglomerate, continuously forming larger clumps of particles. This phenomenon decreases air permeability over time (Chen et al. 2017). Moisture can also cause wetted cellulose fibrils to clump and clog the pores of the fiber network, thus reducing air permeability (Mao 2008). These issues of moisture’s effect on a filter’s air permeability can be addressed by hydrophobic modification, which was covered earlier in this work under the section regarding moisture-related effects on filtration efficiency.
MANUFACTURING OPTIONS FOR CELLULOSIC MEDIA
Overview
This section will consider the use of layered structures, options for preparing the cellulose, various possible chemical treatments, ways to form plies of filter media, drying options, and possible post-drying hydrophobization of air filter media. Here the emphasis will be on operations and procedures. In many cases, these can be carried out with equipment that is commonly available in paper mills and related facilities.
Table 2 lists some texts and review articles covering aspects of papermaking technology that may be useful with respect to preparing filter media.
Table 2. Sources of Background Information Related to Preparation of Cellulose-based Filter Media
Many specific examples of cellulose usage in filter media have been described in publications. In early work, Madsen and Madsen (1967) found that filters made from regenerated cellulose fibers (rayon) were able to match the filtration performance of polypropylene masks, for usage during surgery. Chien et al. (2018) compared Whatman filter papers with respect to the collection of sulfuric acid mists. The papers having smaller pore size were shown to be more effective, but at the expense of higher pressure drop. Dziubak and Dziubak (2020) observed 99.9% filtration efficiency of traditional air filters of the type used for automobile engine systems. Remarkably, there was a very great increase in separation efficiency with increasing mass loading of dust. In other words, the system appeared to be highly dependent on a cake filtration mechanism, in which collected dust itself was responsible for the subsequent filtration of particles from the air. Gustafsson et al. (2016, 2019) described a “mille-feuille” (a thousand leaves) paper product that had been prepared by a wet-laid nonwoven process. The media were found to be effective for effective removal of viruses from filtered water. Steffens and Coury (2007) studied the collection efficiency of cellulose-based HEPA filters for nano-sized aerosols. Yang et al. (2020) studied the use of Juncus effuses plant fiber media for particles in different size ranges.
A potential advantage of papermaking technology is the ease with which the composition can be adjusted as a means to achieve the properties required by specific kinds of products. For example, Keck and Wittmaack (2006) described a system in which a cellulose fiber was prepared by a process that they called denuding. This was used for precise sampling of semi-volatile inorganic particulates from the air. As illustrated in Fig. 21, the denuding process involved passage of the air successively through two “mini parallel-plate denuders” (MPPD), the first of which was coated with sodium carbonate (to collect acid gases) and the second of which was coated with phosphoric acid (to collect ammonia). Rojas et al. (1989) used secondary ion mass-spectrometry (SIMS) as a means to study the penetration of atmospheric aerosols through cellulose-based filters. The focus was on the filtration of dust associated with combustion. Zeng et al. (2019), as an alternative to using cellulose, prepared filter media from another wood component, lignin. The lignin-based aerogel filters were found to have a high efficiency of capture of fine airborne particulates.
Fig. 21. The denuding process, which is designed to remove acid gases and ammonium from air as a means to be able to then collect semi-soluble particulates from air. Figure redrawn based on an original by Tsai et al. (2008)
Layers for Specific Purposes
Rather than having a thousand-layer structure, it will be proposed here that a better strategy may involve preparation of a limited number of layers, each of which has a defined role. As illustrated in Fig. 22, a certain layer may protect the remaining layers from moisture, it may absorb moisture, it may be designed to collect particles by an impaction mechanism, or it may be designed to filter out larger particles by a size-restriction-based sieving mechanism. The usage of multiple layers, each having a specific role, is shown for instance in the work of Wibisono et al. (2020). They studied a face mask in which a first layer prevented the penetration of fluids, the second layer retained viruses, and the inner layer absorbed fluids exhaled by the wearer of the mask. By contrast, Zangmeister et al. (2020) compared the filtration performance of cloth masks containing either synthetics, cotton, or blended fabrics. In that case, there appeared to be no difference in overall performance depending on whether a certain type of fiber was in a homogeneous layer or in a mixed layer.
Fig. 22. Concept of a layered structure within a cellulose-based filter system in which one layer is specialized to resist liquid water, another is optimized to collect very small particles, and a third is designed to block large particles, absorb moisture, and provide strength to the structure
Moisture-protection barrier layer
Cellulose is naturally quite hydrophilic, as would be expected for a polymer having three –OH groups on each of its anhydroglucose repeating units. However, as noted in a recent review article (Szlek et al. 2022), those same –OH groups can provide a point of reaction and attachment for various hydrophobic functional groups. In addition, adsorbed hydrophobic materials, such as waxes, can be considered. As described in the cited article, systems involving ester bonds, reactions of tri-alkoxysilanes, and various plasma-related treatments are all promising ways to convert the surfaces of cellulosic materials to make them resist wetting by aqueous solutions. Though such modifications have been shown to be able to prevent surface wetting, they are not expected to block diffusion of water vapor or subsequent condensation of moisture within the material.
Moisture absorbency layer
Cellulosic fibers are known to be moderately effective absorbents for moisture. For instance, bleached softwood kraft fibers, i.e. fluff pulps, are known to imbibe about ten times their mass of water when used in absorbent products (Parham and Hergert 1980; Lund et al. 2012). Much higher ratios of water uptake can be achieved starting with cellulosic materials if they are treated in such a way as to prepare hydrogels (Hubbe et al. 2013).
There are basically two approaches to producing hydrogels from cellulosic materials. The conventional approach, usually starting with a relatively pure dissolving pulp grade of cellulose fibers, involves carboxymethylation. This process involves an etherization reaction that takes place at a high concentration of alkali with chloroacetic acid (Shui et al. 2017). The resulting carboxymethylcellulose (CMC) can be then cross-linked to prepare a hydrogel. Such materials can earn the label of “superabsorbent” in cases where they are able to take up more than about ten times their dry weight in aqueous solution (Kabriri et al. 2011), though ideal formulations can reach values of greater than 1000 parts of imbibed aqueous solution in comparison to dry weight (Hubbe et al. 2013). CMC has been well demonstrated as a component of superabsorbent polymer (SAP) hydrogel formulations (Oppermann 1995; Bao et al. 2012). However, due to their more favorable cost-to-performance ratio, petroleum-based SAPs are typically used in such products as disposable diapers and incontinence pads.
A second way that cellulosic material can be converted into a hydrogel is by intense and protracted mechanical action in the wet state. The product of such action has variously been called microfibrillated cellulose (Turbak et al. 1983; Lavoine et al. 2012), nanofibrillated cellulose (NFC) (Khalil et al. 2014; Lindström 2017; Naderi 2017; Zambrano et al. 2020), and cellulose nanofibril (Benitez and Walther 2017), among other terms. Though a NFC suspension of sufficient concentration (e.g. 2% solids or more) may behave like a gel, typical applications of gels require that the material stay together as a unit even when diluted. This can be achieved by means of crosslinking (Spoljaric et al. 2014; Purkayastha et al. 2022). By adjusting the level of crosslinking, the formulator can trade away some of the absorption capacity in favor of the strength of the hydrogel structure, depending on the requirements of the application.
Though the citations given above provide guidance to the preparation of hydrogels, typical air filtration applications would require the availability of the hydrogels in a dry form. Indeed, a layer of swollen hydrogel would be expected to be very effective in blocking the flow of air, rendering the filter medium impermeable. Thus, the amount of moisture that can be absorbed in an effective air filtration system, employing SAPs, may be limited by the tendency for blockage if the sum of the amount of SAP times its degree of swelling is too high. In applications where the goal is to absorb liquids, such problems can be overcome by use of relatively large cellulosic fibers or other structures to allow channeling of fluids within the material (Hubbe et al. 2013). However, some such strategies would be incompatible with the high standards of fine particle collection efficiency that are needed in some air filtration equipment.
Impaction barrier layer
As described earlier in this article, the smallest particles to be collected during the filtering of air are most likely to be retained by their diffusion onto the solids surfaces as they pass through the media. Thus, to achieve a high efficiency, a high amount of surface area needs to be provided within the filter device. According to the Kozeny-Carman equation (Kozeny 1927; Carman 1937; Carrier 2002), when all other terms of held constant, a high surface area will imply a relatively high resistance to flow. This is evident from the following form of that equation,
(15)
where ε is the fractional void volume (or porosity) of the packed bed, kc is essentially a correction factor, which includes e.g. the effect of tortuosity, and S is the specific surface area of the solids. In principle, the adverse effect on permeability can be mitigated by aiming for structures having a low apparent density of a layer that contains nano-scale fibers, taking advantage of the high exponents associated with the fractional void volume terms present in the Kozeny-Carman equation. Strategies for creating a very high surface area of cellulosic material (i.e. nanocellulose) and avoiding its compaction in the course of drying will be considered in later subsections. An additional challenge that will be discussed later is how to avoid the densification of such a layer that might result from its moistening, resulting in a loss of stiffness of the material.
Support layer and size-based sieving
The impaction barrier layer, as just described, can be expected to have low strength, making it vulnerable to abrasion. Fortunately, when one considers the attributes that would be needed in a size-restriction barrier layer, such a layer has potential to serve as an outer, protective layer. As shown earlier in this article, there is a transition point at a particle diameter of about 100 nm, above which the diffusion mechanism of particle capture can be expected to become less effective (Lee and Liu 1980). Especially when the flow velocity is high (Liu and Lee 1976), it is important to be able to capture those larger particles by means of a filter layer that functions in the manner of a screen. Later sections will consider options such as fiber selection and choice of refining levels in order to achieve such goals in a papermaking operation.
Options for Preparing the Cellulose
Several categories of different preparation methods for cellulosic materials can be considered, depending on the details of the type of filter media to be produced. These range from conventional mechanical refining of pulp fibers, much more extensive mechanical action (often supplemented by chemical pretreatments) to make highly fibrillated products, including nanofibrillated cellulose, and a variety of treatments that change the chemical composition. Some of these options have been discussed by Garcia et al. (2021) in their review article on the manufacture of face masks. Also, there are some options involving blending of cellulosic materials with other fibers or with minerals.
Selection of cellulosic fiber type
Depending on the desired coarseness, cellulose-based filter media can be prepared from eucalyptus kraft, other hardwood kraft, softwood kraft, cotton linter, various bast fiber types, or regenerated cellulosic fibers such as rayon (viscose). Some of these options are depicted in Fig. 23, which contrasts the typical sizes and shapes. The fiber types have diameters generally in the range from 15 to 100 μm.
Fig. 23. Morphology of typical cellulosic fibers that can be considered for the preparation of filter media. The softwood, hardwood, and agricultural fiber examples are drawn from micrographs provided by Sood and Sharma (2021). Rayon fiber diameter is drawn based on the intermediate value tested by Graupner et al. (2018).
In cases where such fibers are subjected only to low levels of mechanical refining, the distribution of pores between the fibers within filter paper will be a strong function of the diameters of those constituent fibers.
Cotton is readily available in two size ranges. Figure 24 illustrates a bowl of cotton, in which both types of fibrous material are shown. Textiles, including some wet-laid nonwoven products, are mainly produced from staple cotton fibers (Sczostak 2008). These are about 20 to 45 mm long, thin-walled, and about 12 to 22 μm in diameter. The length is much too great to be handled in a conventional paper machine system. A smaller category of cotton material, called linters (Sczostak 2008), become separated during processing of cotton. These have a length of about 2 to 6 mm, which permits processing with ordinary papermaking equipment, especially after moderate cutting of the length of the longest fibers and by bypassing any screens in the approach flow to a paper machine. Cotton linters are about 17 to 27 μm in diameter. The fiber cell walls are relatively thick, which can contribute to the stiffness of the fibers, leading to a bulky, porous paper structure. Ward et al. (1965) reported the effects of different levels of mechanical refining in the properties of cotton linter pulp for papermaking.
Fig. 24. Illustration of cotton lint (fibers) and linters present in a bowl of cotton. The illustration of the cotton bowl and its contents are redrawn based on an original from the Dieu Donné hand papermaking company (https://aboutabeautifulbook.wordpress.com/2015/02/28/papermaking/ ).
The dimensions of the individual cotton linter are based on an SEM micrograph from Luo et al. (2013).
A study by Hosseini and Tafreshi (2011) showed that the performance of air filter media can be affected by the cross-sectional shapes of the component fibers. Angular cross-sections, such as square, were found to contribute to higher resistance to flow in comparison to rounded cross-sections, which are called “streamlined” in the article. The effects were deemed important in a so-called slip flow regime, wherein the fiber diameter is of a similar order of magnitude to the mean free path of gas molecules (e.g. 65 nm).
Payen et al. (2012) showed that the use of blends of different kinds of fibers can offer advantages relative to the performance of air filters. Decreasing fiber diameter generally resulted in increasing collection efficiency but decreasing air permeability. It was found that combining strongly contrasting fibers yielded favorable collection efficiency at given levels of resistance to permeation. Onur et al. (2018) showed that the permeability and pore size distribution of a highly fibrillated cellulose structure could be adjusted by selected addition of perlite, along with the use of a wet-strength agent during sheet formation.
Conventional refining
When papermaking fibers are subjected to repeated compression and shearing in a refining operation, they become progressively more conformable (Gharehkhani et al. 2015). The key actions within a conventional fiber of the type used by papermakers are illustrated in Fig. 25. As shown, the mechanical action causes the wet fibers to swell due to internal delamination, and the outer layers become fibrillated and partly detached as cellulosic fines. The relative bonded area within the resulting paper is increased by refining, leading to a denser structure. In principle, by selecting the extent of refining, the papermaker has means to adjust the tightness of the pore structure.
Fig. 25. Action of a mechanical refiner that can be used in a papermaking operation to fibrillate kraft or cotton cellulose fibers, or if used with many multiple passes can be used to prepared microfibrillated cellulose (less fibrillated than NFC). Figure adapted from Debnath et al. (2022)
In a typical refiner system, of the type used in the development of kraft fibers for printing grades of paper, the unrefined fibers enter at a solids content (consistency) of about 4% to 5%. The consistency is high enough that each fiber will spend most of its time somewhat entangled with neighboring fibers in the suspension. The flocky suspension passes in the outward direction between a rotating disk and a stationary disk, where each of the disk surfaces has a pattern of rectangular bars. By forcing the fibers momentarily together and shearing them multiple times, the refining action causes delamination within the cell walls. The outer fibers layers (P, S1, and usually part of the S2 sublayer) will become pealed outward from the fiber surfaces, creating detached cellulosic fines and still-attached fibrillation of the fiber surfaces.
Mao et al. (2008) described the use of a high, but conventional level of refining to create filter media for N95 masks that performed similarly to their commercially available counterparts. The refined fibers were partially freeze-dried as a means of adjusting the degree to which fibrils on the fiber’s surfaces remained extending outwards from the fibers. It is well known that conventional drying will cause external fibrils to lie down tightly against the surfaces to which they are attached. Such a matting down of fibrils during drying (and other morphological changes) can cause the specific surface area of the highly refined fiber to revert almost to its original value before refining was started (Kang et al. 2018).
Micro- and nanofibrillated cellulose
The need to remove very small particles, e.g. diameter less than 300 nm, from air provides a motivating factor to consider the use of nanocellulose. As described in review articles, intense and prolonged mechanical action provides the main path towards the production of nanofibrillated cellulose (NFC) and related products (Khalil et al. 2014; Lindström 2017; Naderi 2017; Zambrano et al. 2020). When mechanical processing is the only tool employed to produce nanocellulose, the energy consumption may fall in the range of 20,000 to 30,000 kWh/ton (Siró and Plackett 2010; Khalil et al. 2014). Substantial savings in energy, as well as in the time of mechanical processing can be achieved by pretreatment. For instance, Siró and Plackett (2010) stated that certain pretreatments may decrease the required energy to about 1000 kWh/ton. Effective treatments to reduce energy requirement include cellulase enzymes (Pääkkö et al. 2007), phosphorylation (Lindström 2017), periodate oxidation (Tejado et al. 2012), and TEMPO-mediated oxidation (Chaker et al. 2014; Nemoto et al. 2015; Rol et al. 2017) of the cellulosic surfaces. The article by Rol et al. (2017) showed that even more energy can be saved by using twin-screw extrusion to bring about fibrillation at a high solids content. Figure 26 depicts three main types of cellulose products that can be considered, depending on the requirements.
Fig. 26. Steps in the preparation of nanocellulose, including pretreatment, application of strong and protracted hydrodynamic shear (to make nanofibrillated cellulose) or concentrated acid solution treatment (to make cellulose nanocrystals). The images for cellulose nanocrystals, nanofibrillated cellulose, and bacterial cellulose were first published by Hubbe et al. (2017). The image representing microcrystalline cellulose was drawn based on a micrograph from the Borregaard company.
The structure of NFC can be markedly different, depending on the method of preparation. A typical NFC product made by mechanical processing alone can be expected to have a highly branched structure with a wide range of widths within the fibrillar structure (Hubbe et al. 2017). By contrast, products having narrower and longer fibrils often result when the starting material has been pretreated so as to favor easier fibrillation. For instance, the work of Pääkkö et al. (2007) demonstrated a further potential advantage of employing enzyme pretreatment, in addition to the energy saving. They were able to obtain almost uniformly narrow, unbranched fibrils having narrow diameters of about 5 to 6 nm. Though the cited authors were particularly interested in the building of strong gels, one could envision that a combination of narrow fibril diameter and unbranched nature might contribute to high performance of an impaction-type filtration layer, as was discussed. The choice of shearing device used to defibrillate the material also can be expected to influence the morphology. In particular, a structurally diverse material can be expected when using a micro-grinder (Nair et al. 2014; Velazquez-Cock et al. 2016), in comparison to when using a high-pressure homogenizing system (Lee et al. 2009; Besbes et al. 2011; Dhali et al. 2021). In principle, with the selection of pretreatment conditions and the means of applying hydrodynamic shear, an engineer developing nanocellulose filter media will have many options to control the resulting structures.
Various researchers have reported on the performance of air filter media prepared with NFC and related materials (Nemoto et al. 2015; Omori et al. 2019; Zhang et al. 2020). Fan et al. (2018, 2019) achieved a high collection efficiency at relatively low pressure drop in systems that contained NFC and protein nanoparticles. Zhang et al. (2020) reported that the addition of about 0.8% of NFC increased the collection efficiency of particulates without increasing resistance to flow. Omori et al. (2019) surprisingly reported that collection efficiency decreased with increasing nanofiber addition to a microfiber structure. Skaria et al. (2014) found that increasing the amount of nanofibers in a face mask resulted in increased pressure drop. This contributed to greater leakage past the face seal, thus defeating the purpose of increasing the collection efficiency. The review article by Liu et al. (2017) stated that nanofiber structures are able to outperform other filter media for the interception of fine particulates at a stated level of pressure loss.
Bacterial cellulose
The use of bacterial cellulose (BC) as a source of NFC offers some potential advantages. Most importantly, BC is listed as generally regarded as safe (GRAS) by the US Food and Drug Administration. This may be important in applications where ingestion of some of the material seems likely. As shown in Fig. 27, cellulose is continuously biosynthesized at the surface of cells such that groups of six macromolecules are able to form elementary microfibrils. Because BC is synthesized essentially in nano form in bacterial cultures, much less mechanical energy will be needed in typical cases to prepare the NFC. The downside is that bacterial cellulose is much less available and more costly compared to cellulose pulp obtained from trees (Esa et al. 2014; Azeredo et al. 2019).
Results of air filtration using media prepared with BC have been reported. Gustafsson and Mihranyan (2016) used BC to tailor the pore size distribution in filters. By adjusting the temperature and rate of drying in a hot-press, they were able to tune the characteristic pores sizes in the range of 10 to 25 nm. Thereby, they were able to achieve a high efficiency of virus retention. Liu et al. (2017) reported a high collection efficiency and a high air penetration rate when using media comprising BC and soy protein isolate.
Fig. 27. The biosynthesis process of cellulose, leading to (for instance) the development of bacterial cellulose
Regenerated cellulose
To further extend the range of possible fibril diameters, lengths, and other features, it is well known that cellulose solutions can be regenerated into fiber form by a process of drawing and passage through a coagulation bath. Filaments prepared by regeneration of cellulose have been shown to be effective for air filtration, usually in the form of wet-laid nonwoven mats (Madsen and Madsen 1967). In light of these cited promising results with regenerated cellulose filter media (rayon), there appears to be a need for current research in this area. The basic process is depicted in Fig. 28.
Fig. 28. The regeneration of cellulose to obtain fibers (viscose rayon process)
Mercerization, which is a common treatment applied to cellulose in the filter paper industry (Liu et al. 2015), involves immersion of the material into moderately concentrated NaOH (e.g. 22%) (Stana-Kleinschek et al. 2004). Such treatment causes the cellulose chains to rearrange themselves, changing from a native cellulose I crystalline form into a cellulose II form, which is in common with fully regenerated cellulose products. Though the general dimensions and shape of the native cellulose fibers are preserved, the fiber surfaces become smoother (Stana-Kleinschek et al. 2004; Obendorf 2004).
Woo et al. (2011) considered another chemical modification of cellulose, conversion to the dialdehyde form. They evaluated the resulting product as a filter medium for airborne and waterborne bacteria and viruses. The treatment was found to decrease the pressure drop during filtration, compared to untreated fibers, and it was more effective for removal of the microbes. Dialdehyde cellulose has a tendency to become highly swollen in water (Dalei et al. 2022). A tendency of dialdehyde groups to form hemiacetal linkages appears to contribute to the insolubility of the material, despite its swelling tendency. The hydrogel character of dialdehyde cellulose also may make it a suitable candidate for use in a moisture absorbent layer of a filter, as discussed earlier.
Electrospinning
Though the technology is based on cellulose regeneration, electrospinning merits separate discussion due to some unique attributes (Lu et al. 2021). As illustrated in Fig. 29, the electrospinning of cellulose and various derivatives of cellulose resembles ordinary regeneration insofar as one starts with a solution, a filament can be continuously drawn, and one ends up with a solid filament (or some other shape, depending on the application). Electrospinning differs in that a strong voltage difference is imposed between the nozzle zone and a target area. Electrostatic forces bring about a rapid stretching of the filament, such that very small diameter material can be formed. Rather than attempt to collect the material on spools, usually the produced nanofilament material is allowed to build up as a jumbled layer on the charged target surface.
Fig. 29. Schematic of an electrospinning process to prepare very narrow filaments of cellulose or other polymer capable of being placed into solution and then greatly stretched during drawing
Kadam et al. (2018) and Li et al. (2019) reviewed the topic of electrospun nanomaterials in their use in air filtration. High filtration effectiveness of such materials was attributed to the narrow diameters of the fibers, the small pore sizes, and the high surface areas. The article also considered various surface treatments and their effects on filtration performance. Most of the examples mentioned in the cited reviews were based on polymers other than cellulose. For example, Hung and Leung (2011) showed a case where nanofibers having a diameter of 94 nm achieved almost four times higher filtration efficiency (> 38% for the most problematic particle size of about 100 nm) compared to a filter with 185 nm diameter nanofibers (> 11% for 120 nm particles). Fan et al. (2018, 2019), whose work already was mentioned in the context of bacterial cellulose, used electrospinning of zein protein as a means to prepare the supporting structure of their filter system. It was found, however, that the electrospun versions of filter media resulted in a higher pressure drop in comparison to an emulsion-based mode of filter preparation (Fan et al. 2019).
Cellulose-based and related electrospun systems and their usage in filter media were reviewed by Lv et al. (2018). Only a few systems involving the electrospinning of cellulose were cited in that work (Ma et al. 2005; Kim et al. 2006b; Awal and Sain 2012; Chattopadhyay et al. 2016). Kim et al. (2006b) showed that cellulose that had been dissolved in either an ionic liquid (LiCl/NN-dimethyl acetamide) or N-methylmorpholine oxide (NMMO) could be electrospun successfully when using an aqueous bath for regeneration. The results could be adjusted by controlling the temperature, flow rate, and the distance between the nozzle and collector. Fibers having diameters in a range of 250 to 750 nm were obtained. The material prepared from NMMO had a typical level of cellulose crystallinity (42% to 66%), whereas the material prepared for ionic liquid solution was non-crystalline. Unpublished work (Hubbe 1979) showed that an NMMO solution of cellulose, when formed into droplets, had an undesired tendency to spread out and form a congealed film on the surface of a water bath. A figure included in the work of Kim et al. (2006b) appears to show related behavior, since the product resembled a porous continuous membrane rather than a mat of nanofibers. Notably, the electrospun material reported by Ma et al. (2005), Awal and Sain (2012), and Chattopadhyay et al. (2016) had been acetylated, meaning that the product was electrospun cellulose acetate rather than cellulose itself. Many studies have incorporated cellulose nanocrystals CNC into various electrospun polymer systems (Vallejos et al. 2012), and most notably this has been achieved with CNC particles incorporated into a regenerated cellulose matrix (He et al. 2014). Based on the large amount of work being carried out with electrospinning, but only a relatively small number of publications incorporating cellulose and its derivatives, it appears that there is a need for further research in this area in the future.
Fiber blends: Synthetics with cellulosics
Blends of different kinds of fibers often can help to meet a diverse range of product requirements, such as strength and capture efficiency. Table 3 lists some of the blends that have been considered. In addition, Payen et al. (2012) have reviewed earlier work related to the use of fiber blends for filter media. In one of these examples (Hui et al. 2018), it was shown that bleached kraft pulp fibers have the potential to provide absorbency, softness, and lower cost, whereas longer synthetic fibers such as polyethylene terephthalate (PET) can provide resistance to tearing.
Table 3. Studies Involving Blends of Cellulose and Other Fiber Types for Air Filtration Media
Zeolites
Another kind of blending worth considering is the incorporation of mineral or other particles in a cellulose-based filter media. Zeolites can be a promising component of air filters due to their exceptional capacity to take up monomeric contaminants, such as oils and volatile organics (Su et al. 2018). Ma et al. (2018a) also demonstrated antimicrobial performance when zeolites were combined in an air filtration system with softwood kraft cellulose fibers.
Options for Chemical Treatments
For purposes of air filtration, especially in the case of face masks, three important categories of chemical treatment can be applied, namely wet strength resins, hydrophobic sizing agents, and antibacterial treatments. In addition, some such treatments also could be expected to affect triboelectric properties.
Wet strength agents
As has been mentioned, a likely role of cellulosic material in an air filtration system can be to absorb moisture. Especially when a filter will be exposed to human breath, the material must be able to withstand moistening without coming apart. In cases where such moisture absorption is regarded as desirable, papermakers often will employ a wet-strength treatment. The most widely used wet-strength agent, which cures best under alkaline pH conditions of manufacture, is the poly(amidoamine epichlorohydrin) (PAAE) type of resin (Espy 1994; Lu et al. 2020). Positively charged functional groups, which include amine groups and azetidinium groups, favor efficient adsorption and retention of the PAAE on fiber surfaces at the point of mixing with the fiber suspension. During drying of a paper product, the PAAE can react in two ways, both involving the azetidinium groups. In cases where there is a significant level of carboxylic acid groups on the fiber surfaces (which will be related to the hemicellulose component), the PAAE can form covalent bonds with those groups. In addition, the PAAE can react with itself, leading to a hardening of the resin (Espy 1994, 1995). These steps are shown in Fig. 30. The resulting covalent bonds, in each case, are tolerant of the presence of water, which often allows the product to retain substantial strength even after complete soaking. Although PAAE is widely regarded as a wet-strength agent, the treatment also will increase the dry strength of the paper.
Ji et al. (2019) used a mixed-component wet-strength formulation when preparing filter paper for the air intake of automobile engines. This was described as a water-based epoxy resin emulsion, but it also contained o-cresol and formaldehyde, which is a well-known acid-curing wet-strength system. The treatment added to the wet strength of the filter material, and it also contributed some water-repellency, while maintaining the filtration performance.
Fig. 30. Chemistry of the polyamidoamine-epichlorohydrin wet-strength resin system
Gustafsson et al. (2019) reported the use of a different kind of reagent to achieve wet strength in a filter paper product designed to retain viruses. The reagent citric acid was catalyzed by sodium hypophosphite, with curing for 12 h at 80 °C. In principle, a molecule such as citric acid having multiple carboxylic acid groups can form multiple ester bonds with –OH groups at the surfaces of cellulosic fibers. When two such bonds are formed by one molecule of citric acid, a crosslink point has been created. By contrast, unreacted carboxylic acid groups, due to their polar nature, will contribute to water affinity. Accordingly, different degrees of hydrophilicity vs. crosslinking can be achieved by adjusting the temperature and time of heat-curing. Notably, the filter product being considered by Gustafsson et al. (2019) was intended to function under wet conditions, but the results are relevant to air filter media that may become wet.
Hydrophobic sizing agents
Papermakers use the term internal sizing agent to denote treatments that cause paper products to develop hydrophobic character as the paper is being dried. Different classes of sizing agent are generally employed, depending on whether the paper is being produced under acidic (4 < pH < 5.5) or alkaline (7.5 < pH < 9) pH conditions (Hubbe 2007a; Ehrhardt and Leckey 2020). Under acidic papermaking conditions, rosin products are employed, always with the sequential addition of aluminum sulfate (papermaker’s alum) or a related product. Under alkaline conditions, either alkenylsuccinic anhydride (ASA) or alkylketene dimer (AKD) is employed. Figure 31 shows the main features of treatment with ASA. These agents are added as an emulsion that usually is stabilized by a cationic polymer, and the charge provides efficient retention onto fiber surfaces. Further information about ways to render cellulosic fibers hydrophobic has been described in review articles (Khalil et al. 2014; Szlek et al. 2022).
Heydarifard et al. (2016) prepared what they called a hydrophobic filter product by use of an aqueous mixture of glutaraldehyde and zinc nitrate, together with poly(vinyl alcohol). The treated filter paper was cured for 30 minutes at 120 °C. The dry and wet strength properties of the paper were improved. Chen et al. (2017) incorporated the hydrophobic agent poly-dimethylsiloxane (PDMS) to prepare hydrophobic NFC. The PDMS was transferred as vapor to the cellulosic surface by heating the PDMS to 50 °C for 4 h.
Fig. 31. Schematic of treatment with alkenylsuccinic anhydride (ASA) to render cellulosic surfaces hydrophobic
Antibacterial treatments
Various antibacterial treatments have been considered to inhibit the growth of microbes, especially in the case of facemasks. There is a concern that facemasks, due to the moistness of breath, could maintain the collected microbes in viable conditions, perhaps leading to their transmission to others (Delanghe et al. 2021). Also, it is clear that facemasks are likely to collect exhaled bacteria and viruses (Hu 2022). The breath was shown to contain aerosol droplets, and these contribute not only to transport of microbes but also to keep the mask material moist.
A review by Garcia et al. (2021) provides an extensive overview of the use of antibacterial materials in cellulose-containing face masks. These were listed as natural bioactive compounds (for instance terpenoids), metals (such as silver nanoparticles), and various amines, including quaternary ammonium compounds, among others. Expected effects of such substances are depicted schematically in Fig. 32. As in the case of chitosan, which can be obtained by alkali treatment of crustacean shells, many of the effective agents have a cationic charge.
Fig. 32. Examples of antibacterial substances that have been shown to be effective when incorporated into cellulose-based filter media
Various publications have reported antimicrobial activity in filter media that had been treated with suitable agents. For example Tiliket et al. (2011) treated facemask material with poly(ethyleneimine) (PEI), which is highly cationic at intermediate to low pH values. The PEI treatment was shown to increase the retention of T4D bacteriophage. Imani et al. (2011) employed both chitosan and nanosilver particles with polyacrylic acid on filter paper as a means of achieving antibacterial effects. Ma et al. (2018a) demonstrated antibacterial effects in air filters that had been treated with metal-organic frameworks, i.e. zeolitic imidazolate.
Options for Forming Filter Media Layers
Once decisions have been made about the materials and chemical treatments to be employed in preparing filter material, there are still some options to consider regarding how the components will be put together in a manufacturing process. Though the emphasis here will be on paper technology (either single ply or multiple plies), one should not rule out air-laid forming, which is usually classed as a textile technology.
Paper forming
The paper forming process can be envisioned by imagining a flow of suspended fibers arriving one by one at the surface of a mat that is ultimately supported by a screen (the forming fabric). Figure 33 shows the basic steps, using typical equipment designed for wet-laid nonwoven forming (Brandon et al. 1980). Due to the high ratio of length to thickness of typical papermaking fibers (aspect ratio of 50 to 100), each arriving fiber will tend to lie down approximately in a planar manner relative to the plane of the forming fabric. A more realistic model of the process would take into account the fact that substantial flocculation of papermaking fibers is unavoidable due to crowding within typical solids content (consistencies) during formation on typical paper machines (Kerekes and Schell 1992). Nevertheless, it remains true that conventional paper sheets can be approximated as a bunch of co-planar layers. The fact that such a structure can be suitable for filtration media is obvious from the widespread usage of filter papers, which are mostly produced using conventional paper forming processes.
Fig. 33. The paper forming process, in which a suspension is dewatered on a continuous screen (in this case an inclined Fourdrinier forming device), pressed, and then dried by evaporation. Figure redrawn from US Patent 4,200,488 by Grandon et al. (1980)
When fibers longer than about 4 mm are used in a papermaking process, the term “wet-laid nonwoven” is often used. Some specialized methods need to be used due to the much greater tendency of such long fibers to form clusters and knots. Whereas a headbox consistency of about 0.5% would be regarded as typical for conventional papermaking, wet-laid nonwovens processes often involve consistencies up to ten times lower. In addition, mucilage (often a very high mass anionic copolymer of acrylamide) is used in sufficient quantity to raise the viscosity of the aqueous phase (Hubbe and Koukoulas 2016).
A favorable feature of the wet-laid forming process is that the component fibers tend to move toward more open areas of the initially formed mat on the forming fabric; this “healing effect” contributes to a more uniform pore size that one might expect based on random deposition of the fibers (Wrist 1962; Gorres et al. 1986; Norman et al. 1995; Hubbe 2007b; Hubbe and Koukoulas 2016). This effect also contributes to a more uniform distribution of pore sizes within a mat. At the same time, some non-uniformity is present due to unavoidable entanglements and flocculation among fibers.
Chemical treatments in the course of papermaking, as well has processes such as refining of the fibers and wet-pressing of the sheet before it is dried, offer opportunities for the papermaker to make adjustments in the bulk (reciprocal of apparent density) and air permeability of paper. For example, it is known that sequential treatment of papermaking stock with a cationic polymer (cationic starch or cationic retention aid) and a nanoparticle (colloidal silica) can favor more rapid dewatering during paper formation (Andersson and Lindgren 1996; Hubbe 2005). This relationship implies that the wet web of paper, due to the treatment with the cationic polymer and colloidal silica, has a more bulky and porous structure. In ordinary papermaking, much of that increased bulk is seldom noticed by the customer, since strong compressive forces are exerted during wet-pressing of the paper before the dryer section of the paper machine. Many grades of paper are also calendered, which involves passing them between hot, smooth rolls at high pressure. When preparing filter paper, the production team has options to reduce or eliminate such densifying steps in the process, thereby having a means to control the pore size distribution within the product.
Multi-ply forming
Earlier in this article it was noted that there is often an advantage of providing different layers of filter media, each having a different specialization. For instance, a layer with very high specific surface area, tiny fibril size, and large proportional void space could be prepared as a means of maximizing diffusional interception of very small (say less than 300 nm) particles. But such a layer would be weak and would benefit from support as well as outward protection by sturdier layers. In addition, as noted earlier, another layer could specialize on the physical blocking of particles larger than about 300 nm. In principle, such multilayer structures can be achieved by mature papermaking technologies including ordinary papermaking and coating. Multi-ply formation of paper is a mature technology (Nordstrom 2016). Figure 34 suggests how such a process might be implemented by means of two or more plies formed in separate papermaking processes.
Zhang et al. (2002) describe a study in which an NFC layer was essentially coated onto a base ply of filter medium. This type of application takes advantage of having the absorptive capability of the base ply to draw water out of the NFC suspension during the coating process. Such dewatering of the coated material, as it is applied to a based ply, will tend to immobilize the material, due to an increasing solids content (Hubbe et al. 2017). This can be an advantage during continuous production of a coated paper web, since the evaporation of water from the coated structure will require a longer time to be completed, and the initial immobilization can stabilize the system until drying has been achieved. A related system was reported by Cho et al. (2013).
Fig. 34. Simplified schematic diagram of a multi-ply paper forming process, making it possible to employ specialized processing for different layers, e.g. for water repellency, stochastic collection of very small particles, and deterministic collection of intermediate-sized particles
Drying Options
Conventional drying
Ordinary drying, for instance on steam-heated rotating cans, is a well-known approach in the industrial production of paper-like materials, including filter papers. The process favors the development of hydrogen bonding among the fibers. Capillary forces, acting at menisci of water in the contact areas between fibers, draw the material together during the evaporation process, leading to an increased apparent density (Page 1993). Such densification will tend to decrease the sizes of pores within the material, and some pores may become closed. In addition, a tendency of the fibrous material to form clumps will decrease the effective surface area, leading to a loss of filtration efficiency (Lee et al. 2020).
When papermakers wish to increase the mean pore size and overall void volume of a paper product, the first consideration may be to decrease the energy input for mechanical refining of the pulp (Gharehkhani et al. 2015). In the case of kraft pulp, the less-refined fibers will have a greater tendency to retain their three-dimensional cross-sectional shape, leading to a bulkier, less bonded structure of the resulting paper. Another approach is to employ debonding agents during the papermaking process (Garcia et al. 2021). Having a structure that is related to that of fabric softeners used in home laundering systems, the debonding agents interfere with the development of hydrogen bonds within and between the parts of the cellulose-based structure during the drying process. Effects of debonding agents on the preparation of air filters were discussed by Garcia et al. (2021).
Freeze-drying
The densifying effects of capillary forces can be reduced (but generally not eliminated) by use of freeze-drying methods. As depicted in Fig. 35, freeze-drying is usually implemented by applying vacuum to the material to be dried. In the figure, the wet web of product enters the evacuated zone from the left. Evaporation causes the aqueous solution to freeze. Controlled heat is provided to allow sublimation, while allowing the material to remain frozen. The presence of ice minimizes the effect of capillary forces and allows the surface area of the material to remain high after drying.
Fig. 35. Schematic of the freeze-drying process, which offers a way to avoid massive loss of specific surface area during the drying of nanofibrillated cellulose and related materials.
Freeze-drying has been employed by various researchers as a way to retain high surface area and a bulky structure during drying of cellulosic material, so as to achieve high-performance filter media. Such research is summarized in Table 4.
Table 4. Studies Using Freeze-drying Methods in the Preparation of Cellulose-based Filter Media
Solvent-exchange drying
Toivonen et al. (2015) noted the characteristically slow nature of the freeze-drying process and instead used direct drying after replacing water with isopropyl alcohol, followed by exchange to octane. In addition to greatly decreasing the effect of the capillary forces during the subsequent drying, such a solvent exchange process also avoids the formation of hydrogen bonds between cellulosic surfaces in the course of drying. This makes it possible to dry a continuous wet web of filter paper relatively rapidly while maintaining a high specific surface area in the product. In related work, tert-butyl alcohol has been used as the suspending medium when preparing both cellulose-based microporous (Lu et al. 2018) and nanoporous filters (Liu et al. 2021). The alcohol was found to avoid drawing-together of the cellulose fibrils.
Post-drying Hydrophobization
After a layer of cellulose-based filter media is essentially complete, there can still be an opportunity to adjust the performance attributes of the dry material by various treatments, which often can be carried out in the gas phase (Wulz et al. 2021). In particular, such treatments can provide a means to convert hydrophilic surfaces to hydrophobic surfaces. As noted in a recent review article (Szlek et al. 2022), gas-phase reactions involving silane chemistry, esterification, and plasma treatments appear to have the best prospects for meeting the needs of product development teams when aiming for hydrophobic cellulose-based media. In principle, a gas phase reaction can be carried out in a counter-current flow system as shown in Fig. 36. Convection and diffusion allow transport of the reagent to the cellulosic surface, making adsorption and reaction possible.
Fig. 36. Concept of a counter-current flow device in which hot carrier gas (to vaporize a reagent of interest) is allowed to pass over the surface of a continuously moving dry web of cellulosic material
Fig. 37. Main events envisioned during treatment of relatively dry paper with alkyl-trialkoxy silanes plus tetra-ethoxysilane (TEOS) in the presence of equilibrium moisture
Alkyl-trialkoxysilane treatment
Various alkyl trialkoxysilane treatments have been demonstrated in gas-phase reactions, thus providing hydrophobic modification of cellulosic surfaces (Yang and Deng 2008; Yu et al. 2019; Shang et al. 2021). A tricky feature of such reactions is the fact that a trace amount of water is essential to achieve the desired reaction. The process is outlined in Fig. 37. The amount of moisture present in cellulosic materials at room temperature is likely to be sufficient, but such moisture is subject to evaporation, depending on the temperature and time.
Gas-phase esterification
Among the possible esterification reactions that could be used to render cellulose-based filter media hydrophobic by gas-phase treatments, alkenylsuccinic anhydride (ASA, stearic anhydride, and various long-chain alkyl acid chloride compounds appear to be strong candidates (Szlek et al. 2022). The ASA oil most often employed in papermaking operations can be obtained as a waxy liquid, heated sufficiently to cause vaporization (e.g. 105 °C), and then transferred to a paper surface using a carrier gas. Gas-phase ASA treatments for cellulosic paper surfaces have been demonstrated in several studies (Zhang et al. 2007; Cunha and Gandini 2010a,b; Khoshkava and Kamal 2013). Stearic acid anhydride, which is a solid at room temperature, is less reactive than ASA, but at sufficiently high temperature (say 150 °C) it could be used in a gas-phase treatment of cellulosic materials. By comparison, long-chain alkyl chlorides are highly reactive and can be used for gas-phase reactions (Berlioz et al. 2009; Fumagalli et al. 2013; Wulz et al. 2021). In the cited studies, the treatment temperatures ranged from 160 to 190 °C and the durations were from 2 to 6 h. However, it was not clear from the studies whether or not lower time periods would have been sufficient. No publications were found reporting continuous reel-to-reel gas-phase esterification of paper. A disadvantage of the acid chloride treatments is that HCl, a strong acid, is formed during the reaction. Figure 38 represents an even simpler approach, using a sufficiently high temperature (e.g. about 200 °C) sufficient to drive esterification of a common vegetable oil constituent such as oleic acid.
Fig. 38. Schematic depiction of a process of gas-phase esterification of a dry paper web to impart hydrophobicity
CLOSING COMMENTS
Based on the research articles cited in this review, it is clear that cellulosic materials can contribute value in the production of effective media for air filtration. Cellulosic materials offer an advantage over many other materials with respect to coming from renewable plant material, as well as being recyclable and compostable. The costs of many cellulosic materials are favorable in comparison to some of the other materials that they might replace in filter media. Cellulose is a stable molecule that can be expected to meet the durability requirements of many filtration environments. In addition, there are mature technologies for the production and modification of cellulosic materials to meet specific objectives in filter media.
Cellulosic materials often will need to be modified in various ways to meet different requirements for air filtration applications. Technologies are available for the preparation of various different kinds of cellulosic fibers, such as wood-derived cellulose, cotton, and regenerated cellulose products such as rayon. These can be further mechanically refined, as needed to develop increased surface area and/or capacity to form inter-fiber bonds during drying. Freeze-drying methods can be applied if there is a desire to preserve a high surface area, which may be needed to achieve a high capture efficiency of very small particles by the diffusion-interception mechanism. Then, in order to preserve that surface area intact, despite likely moistening of some of the filter media, it will be important to have employed suitable wet-strength and hydrophobic sizing treatments. Antimicrobial treatments also will be important to consider in developing such air filtration products.
In addition to the practical considerations for development of useful air filtration products, the research considered in this review article also point towards a continuing need for further study. From a mechanistic standpoint, it is clear that much has been accomplished in understanding and modeling collections efficiencies and pressure drops, etc. However, only a minority of the theoretical work has been focused on cellulosic filter media, which have some specific characteristics. As the world research community continues to place increasing emphasis on the use of plant-based, renewable materials and eco-friendly processing options, it appears that there will be a great amount of needed research in the years ahead related to cellulose-based filter media.
ACKNOWLEDGMENTS
The work of Martin A. Hubbe, which focuses on the chemistry of the papermaking process, is supported by an Endowment from the Buckman Foundation. The authors are indebted to the following volunteers who studied and made recommendation related to an earlier draft of this article: Hidetoshi Matsumoto, Department of Materials Science and Engineering, Tokyo Institute of Technology, Meguro-ku, Tokyo 152-8552, Japan; and Chikao Kanaoka, Kanazawa University, Graduate School, Natural Science & Technology, Kanazawa, Ishikawa 920-1192, Japan.
REFERENCES CITED
Abdolghader, P., Brochot, C., Haghighat, F., and Bahloul, A. (2018). “Airborne nanoparticles filtration performance of fibrous media: A review,” Sci. Technol. Built Environ. 24(6), 648-672. DOI: 10.1080/23744731.2018.1452454
Ahmadi, G., Guo, S., and Zhang, X. (2007). “Particle adhesion and detachment in turbulent flows including capillary forces,” Particulate Science and Technology 25(1), 59-76. DOI: 10.1080/02726350601146432
Akbari, A., Hill, R. J., and van de Ven, T. G. M. (2015). “An elastocapillary model of wood-fibre collapse,” Proc. Royal Soc. A – Math. Phys. Eng. Sci. 471(2179), article no. 20150184. DOI: 10.1098/rspa.2015.0184
Akhavan, O., and Ghaderi, E. (2010). “Toxicity of graphene and graphene oxide nanowalls against bacteria,” ACS Nano 4(10), 5731-5736. DOI: 10.1021/nn101390x
Akhtar, S., Shahzad, K., Mushtaq, S., Ali, I., Rafe, M. H., and Fazal-ul-Karim, S. M. (2019). “Antibacterial and antiviral potential of colloidal titanium dioxide (TiO2) nanoparticles suitable for biological applications,” Materials Research Express 6(10), 105409. DOI: 10.1088/2053-1591/ab3b27
Alavi, M. (2019). “Modifications of microcrystalline cellulose (MCC), nanofibrillated cellulose (NFC), and nanocrystalline cellulose (NCC) for antimicrobial and wound healing applications,” e-Polymers 19(1), 103-119. DOI: 10.1515/epoly-2019-0013
Alonso, M., and Alguacil, F. J. (2001). “An introduction to aerosol filtration,” Revista de Metalurgia 37(6), 693-712. DOI: 10.3989/revmetalm.2001.v37.i6.536
Alonso, M., F. Alguacil, J. Santos, Jidenko, N., and Borra, J. (2007). “Deposition of ultrafine aerosol particles on wire screens by simultaneous diffusion and image force,” Journal of Aerosol Science 38(12), 1230-1239. DOI: 10.1016/j.jaerosci.2007.09.004
Andersson, K., and Lindgren, E. (1996). “Important properties of colloidal silica in microparticulate systems,” Nordic Pulp Paper Res. J. 11(1), 15-21, 57. DOI: 10.3183/npprj-1996-11-01-p015-021
Arnold, L. (1938). “A new surgical mask – A bacteriologic air filter,” Arch. Surg. 37, 1008-1016. DOI: 10.1001/archsurg.1938.01200060145011
Awal, A., and Sain, M. (2012). “Cellulose-polymer based green composite fibers by electrospinning,” J. Polym. Environ. 20(3), 690-697. DOI: 10.1007/s10924-012-0428-3
Ayaz, F., and Pedley, T. J. (1999). “Flow through and particle interception by an infinite array of closely-spaced circular cylinders,” Eur. J. Mechanics B – Fluids 18(2), 173-196. DOI: 10.1016/S0997-7546(99)80021-1
Azeredo, H. M. C., Barud, H., Farinas, C. S., Vasconcellos, V. M., and Claro, A. M. (2019). “Bacterial cellulose as a raw material for food and food packaging applications,” Frontiers Sustain. Food Sys. 3(7), article no. 7. DOI: 10.3389/fsufs.2019.00007
Backman, L. (1999). “Airflow requirements,” in: 9th International Conference, International Society for Respiratory Protection.
Bae, G. N., and Jung, J. H. (2016). “Aerosol-processed nanomaterials for antimicrobial air filtration,” J. Nanosci. Nanotech. 16(5), 4487-4492. DOI: 10.1166/jnn.2016.10973
Bao, Y., Ma, J. Z., and Sun, Y. G. (2012). “Swelling behaviors of organic/inorganic composites based on various cellulose derivatives and inorganic particles,” Carbohyd. Polym. 88(2), 589-595. DOI: 10.1016/j.carbpol.2012.01.003
Barquins, M. (1992). “Adherence, friction, and war of rubber-like materials,” Wear 158(1-2), 87-117. DOI: 10.1016/0043-1648(92)90033-5
Belkin, N. L. (1997). “The evolution of the surgical mask: Filtering efficiency versus effectiveness,” Infect Control Hosp. Epidemiol. 18, 49-57. DOI: 10.1086/647501
Ben Abdelouahab, N., Gossard, A., Ma, X., Dialla, H., Maillet, B., Rodts, S., and Coussot, P. (2021). “Understanding mechanisms of drying of a cellulose slurry by magnetic resonance imaging,” Cellulose 28(9), 5321-5334. DOI: 10.1007/s10570-021-03916-5
Benitez, A. J., and Walther, A. (2017). “Cellulose nanofibril nanopapers and bioinspired nanocomposites: A review to understand the mechanical property space,” J. Mater. Chem. A 5(31), 16003-16024. DOI: 10.1039/c7ta02006f
Berlioz, S., Molina-Boisseau, S., Nishiyama, Y., and Heux, L. (2009). “Gas-phase surface esterification of cellulose microfibrils and whiskers,” Biomacromol. 10(8), 2144-2151. DOI: 10.1021/bm900319k
Berndtsson, G. (1999). “Too good to be true protection,” in: American Industrial Hygiene Conference and Exposition, Toronto, Ontario, Canada.
Besbes, I., Alila, S., and Boufi, S. (2011). “Nanofibrillated cellulose from TEMPO-oxidized eucalyptus fibres: Effect of the carboxyl content,” Carbohyd. Polym. 83(3), 975-983. DOI: 10.1016/j.carbpol.2010.12.052
Bibeau, L., Viel, G., and Heitz, M. (2000). “Biofiltration of xylene polluted air with a new filtering bed composed of cellulose,” Can. J. Civil Eng. 27(4), 814-828. DOI: 10.1139/cjce-27-4-814
Bin-Reza, F., Lopez Chavarrias, V., Nicoll, A., and Chamberland, M. E. (2012). “The use of masks and respirators to prevent transmission of influenza: A systematic review of the scientific evidence,” Influenza Other Respir. Viruses 6(4), 257-267. DOI: 10.1111/j.1750-2659.2011.00307.x
Biskos, G., Russell, L. M., Buseck, P. R., and Martin, S. T. (2006). “Nanosize effect on the hygroscopic growth factor of aerosol particles,” Geophysical Research Letters 33(7). DOI: 10.1029/2005GL025199
Bocquet, L., Charlaix, E., Ciliberto, S., and Crassous, J. (1998). “Moisture-induced ageing in granular media and the kinetics of capillary condensation,” Nature 396(6713), 735-737. DOI: 10.1038/25492
Boskovic, L., Agranovski, I. E., and Braddock, R. D. (2007). “Filtration of nanosized particles with different shape on oil coated fibres,” J. Aerosol. Sci. 38(12), 1220-1229. DOI: 10.1016/j.jaerosci.2007.09.003
Boskovic, L., Altman, I. S., Agranovski, I. E., Braddock, R. D., Myojo, T., and Choi, M. (2005). “Influence of particle shape on filtration processes,” Aerosol Science and Technology 39(12), 1184-1190. DOI: 10.1080/02786820500442410
Bradley, R. S. (1932). LXXIX. “The cohesive force between solid surfaces and the surface energy of solids,” The London, Edinburgh, and Dublin Philosophical Magazine and Journal of Science 13(86), 853-862. DOI: 10.1080/14786449209461990
Brandon, R. E., Davis, C. J., Ring, M., and Swenson, R. S. (1980). “Viscous dispersion for forming wet-laid, non-woven fabrics,” US Patent No. 4,200,488.
Brincat, J. P., Sardella, D., Muscat, A., Decelis, S., Grima, J. N., Valdramidis, V., and Gatt, R. (2016). “A review of the state-of-the-art in air filtration technologies as may be applied to cold storage warehouses,” Trends Food Sci. Technol. 50, 175-185. DOI: 10.1016/j.tifs.2016.01.015
Brochot, C., Abdolghader, P., Haghighat, F., and Bahloul, A. (2019). “Filtration of nanoparticles applied in general ventilation,” Sci. Technol. Built Environ. 25(2), 114-127. DOI: 10.1080/23744731.2018.1500396
Brown, R. C. (1993). Air Filtration: An Integrated Approach to the Theory and Applications of Fibrous Filters, Pergamon Press, New York, NY.
Bunyan, D., Ritchie, L., Jenkins, D., and Coia, J. E. (2013). “Respiratory and facial protection: A critical review of recent literature,” J. Hosp. Infect. 85(3), 165-169. DOI: 10.1016/j.jhin.2013.07.011
Cai, L., Liu, C., Fan, G., Liu, C., and Sun, X. (2019). “Preventing viral disease by ZnONPs through directly deactivating TMV and activating plant immunity in Nicotiana benthamiana,” Environmental Science: Nano 6(12), 3653-3669. DOI: 10.1039/C9EN00850K
Cai, M., Li, H., Shen, S., Wang, Y., and Yang, Q. (2018). “Customized design and 3D printing of face seal for an N95 filtering facepiece respirator,” Journal of Occupational and Environmental Hygiene 15(3), 226-234. DOI: 10.1080/15459624.2017.1411598
Campbell, W. B. (1959). “The mechanism of bonding,” TAPPI 42(12), 999-1001.
Carman, P. C. (1937). “Fluid flow through granular beds,” Trans. Inst. Chem. Eng. 15, S32-S48. DOI: 10.1016/S0263-8762(97)80003-2
Carrier, W. D. (2002). “Goodbye, Hazen; Hello Kozeny-Carman,” J. Geotech. Geoenviron. Eng. 129(11), 1054-1056. DOI: 10.1061/(ASCE)1090-0241(2003)129:11(1054)
CDC (2021). “Face masks during the COVID-19 pandemic,” https://en.wikipedia.org/wiki/Face_masks_during_the_COVID-19_pandemic
Chaker, A., Mutje, P., Vilar, M. R., and Boufi, S. (2014). “Agriculture crop residues as a source for the production of nanofibrillated cellulose with low energy demand,” Cellulose 21(6), 4247-4259. DOI: 10.1007/s10570-014-0454-5
Chatterjee, P. K., and Makoui, K. B. (1984). “Freeze dried microfibrilar cellulose,” United States Patent 4,474,949.
Chattopadhyay, S., Hatton, T. A., and Rutledge, G. C. (2016). “Aerosol filtration using electrospun cellulose acetate fibers,” J. Mater. Sci. 51(1), 204-217. DOI: 10.1007/s10853-015-9286-4
Chen, C. C., Lehtimäki, M., and Willeke, K. (1992). “Aerosol penetration through filtering facepieces and respirator cartridges,” American Industrial Hygiene Association Journal 53(9), 566-574. DOI: 10.1080/15298669291360166
Chen, L. P., Guo, Y., and Peng, X. S. (2017). “Hydrophobic and porous cellulose nanofibrous screen for efficient particulate matter (PM2.5) blocking,” J. Phys. D – Appl. Phys. 50(40), article no. 405304. DOI: 10.1088/1361-6463/aa82af
Chen, S. C., and Lin, J. F. (2008). “The capillary force between an AFM tip and a surface at different humidity,” in: International Conference on Integration and Commercialization of Micro and Nanosystems, Vol. 42940, pp. 341-344. DOI: 10.1115/MicroNano2008-70204
Chen, S. H., and Soh, A. K. (2008). “The capillary force in micro-and nano-indentation with different indenter shapes,” International Journal of Solids and Structures 45(10), 3122-3137. DOI: 10.1016/j.ijsolstr.2008.01.014
Cheng, Y. H., and Tsai, C. J. (1998). “Factors influencing pressure drop through a dust cake during filtration,” Aerosol Science and Technology 29(4), 315-328. DOI: 10.1080/02786829808965572
Chien, C. H., Zhou, C. F., Wei, H. C., Sing, S. Y., Theodore, A., Wu, C. Y., Hsu, Y. M., and Birky, B. (2018). “Feasibility test of cellulose filter for collection of sulfuric acid mists,” Separ. Purif. Technol. 195, 398-403. DOI: 10.1016/j.seppur.2017.12.028
Chiera, S., Cristoforetti, A., Benedetti, L., Nollo, G., Borro, L., Mazzei, L., and Tessarolo, F. (2022). “A simple method to quantify outward leakage of medical face masts and barrier face coverings: Implication for the overall filtration efficiency,” Environ. Res. Public Health 19(6), article no. 3548. DOI: 10.3390/ijerph19063548
Cho, D., Naydich, A., Frey, M. W., and Joo, Y. L. (2013). “Further improvement of air filtration efficiency of cellulose filters coated with nanofibers via inclusion of electrostatically active nanoparticles,” Polym. 54(9), 2364-2372. DOI: 10.1016/j.polymer.2013.02.034
Choi, O., and Hu, Z. (2008). “Size dependent and reactive oxygen species related nanosilver toxicity to nitrifying bacteria,” Environmental Science & Technology 42(12), 4583-4588. DOI: 10.1021/es703238h
Choi, S., Jeon, H., Jang, M., Kim, H., Shin, G., Koo, J. M., Lee, M., Sung, H. K., Eom, Y., Yang, H.-S., et al. (2021). “Biodegradable, efficient, and breathable multi‐use face mask filter,” Advanced Science 8(6), article no. 2003155. DOI: 10.1002/advs.202003155
Chua, M. H., Cheng, W., Goh, S. S., Kong, J., Li, B., Lim, J. Y., Moh, L., Wang, S., Xue, K., Yang, L., et al. (2020). “Face masks in the new COVID-19 normal: Materials, testing, and perspectives,” Research 2020, article no. 7286735. DOI: 10.34133/2020/7286735
Clausen, G. (2004). “Ventilation filters and indoor air quality: A review of research from the International Centre for Indoor Environment and Energy,” Indoor Air 14, 202-207, suppl. 7. DOI: 10.1111/j.1600-0668.2004.00289.x
Contal, P., Simao, J., Thomas, D., Frising, T., Callé, S., Appert-Collin, J. C., and Bémer, D. (2004). “Clogging of fibre filters by submicron droplets. Phenomena and influence of operating conditions,” Journal of Aerosol Science 35(2), 263-278. DOI: 10.1016/j.jaerosci.2003.07.003
Cowling, B., Zhou, Y., Ip, D., Leung, G., and Aiello, A. (2010). “Face masks to prevent transmission of influenza virus: A systematic review,” Epidemiol. Infect. 138(4), 449-456. DOI: 10.1017/S0950268809991658
Cunha, A. G., and Gandini, A. (2010a). “Turning polysaccharides into hydrophobic materials: A critical review. Part 1. Cellulose,” Cellulose 17(5), 875-889. DOI: 10.1007/s10570-010-9434-6
Cunha, A. G., and Gandini, A. (2010b). “Turning polysaccharides into hydrophobic materials: A critical review. Part 2. Hemicelluloses, chitin/chitosan, starch, pectin and alginates,” Cellulose 17(6), 1045-1065. DOI: 10.1007/s10570-010-9435-5
Dahneke, B. (1971). “The capture of aerosol particles by surfaces,” J. Colloid Interface Sci. 37(2), 342-353. DOI: 10.1016/0021-9797(71)90302-X
Dalei, G., Das, S., and Pradhan, M. (2022). “Dialdehyde cellulose as a niche material for versatile applications: An overview,” Cellulose 29(10), 5429-5461. DOI: 10.1007/s10570-022-04619-1
Das, D., and Waychal, A. (2016). “On the triboelectrically charged nonwoven electrets for air filtration,” J. Electrostatics 83, 73-77. DOI: 10.1016/j.elstat.2016.08.004
Davies, C. N. (1953). “The separation of airborne dust and particles,” Proceedings of the Institution of Mechanical Engineers 167(1b), 185-213. DOI: 10.1177/002034835316701b13
Davies, C. N. (1973). Air Filtration, Academic Press. London, New York.
Davudov, D., and Moghanloo, R. G. (2019). “A new model for permeability impairment due to asphaltene deposition,” Fuel 235, 239-248. DOI: 10.1016/j.fuel.2018.07.079
de Almeida, D. S., Martins, L. D., Muniz, E. C., Rudke, A. P., Squizzato, R., Beal, A., de Souza, P. R., Bonfim, D. P. F., Aguiar, M. L., and Gimenes, M. L. (2020). “Biodegradable CA/CPB electrospun nanofibers for efficient retention of airborne nanoparticles,” Proc. Safety Environ. Prot. 144, 177-185. DOI: 10.1016/j.psep.2020.07.024
Debnath, M., Sarder, R., Pal, L., and Hubbe, M. A. (2022). “Molded pulp products for sustainable packaging: Production rate challenges and product opportunities,” BioResources 17(2), 3810-3870. DOI: 10.15376/biores.17.2.Debnath
Delanghe, L., Cauwenberghs, E., Spacova, I., De Boeck, I., Van Beeck, W., Pepermans, K., Claes, I., Vandenheuvel, D., Verhoeven, V., and Lebeer, S. (2021). “Cotton and surgical face masks in community settings: Bacterial contamination and face mask hygiene,” Frontiers Med. 8, article no. 732047. DOI: 10.3389/fmed.2021.732047
Deng, C., Seidi, F., Yong, Q., Jin, X., Li, C., Zheng, L., Yuan, Z., and Xiao, H. (2022). “Virucidal and biodegradable specialty cellulose nonwovens as personal protective equipment against COVID-19 pandemic,” Journal of Advanced Research 39, 147-156. DOI: 10.1016/j.jare.2021.11.002
Derjaguin, B. V., Muller, V. M., and Toporov, Y. P. (1975). “Effect of contact deformations on the adhesion of particles,” Journal of Colloid and Interface Science 53(2), 314-326. DOI: 10.1016/0021-9797(75)90018-1
Derraik, J. G. B., Anderson, W. A., Connelly, E. A., and Anderson, Y. C. (2020). “Rapid review of SARS-CoV-1 and SARS-CoV-2 viability, susceptibility to treatment, and the disinfection and reuse of PPE, particularly filtering facepiece respirators,” Int. J. Environ. Res. Public Health 17(7), article no. 6117. DOI: 10.3390/ijerph17176117
Dhali, K., Ghasemlou, M., Daver, F., Cass, P., and Adhikari, B. (2021). “A review of nanocellulose as a new material towards environmental sustainability,” Sci. Total Environ. 775, article no. 145871. DOI: 10.1016/j.scitotenv.2021.145871
Donaldson, L. (2007). “Cellulose microfibril aggregates and their size variation with cell wall type,” Wood Science and Technology 41(5), 443-460. DOI: 10.1007/s00226-006-0121-6
Drouin, B. (2000). “Triboelectric blend enhances air filtration,” Filtr. Separ. 37(9), 20-23. DOI: 10.1016/S0015-1882(00)80195-0
Dziubak, T., and Dziubak, S. D. (2020). “Experimental study of filtration materials used in the car air intake,” Mater. 13(16), article no. 3498. DOI: 10.3390/ma13163498
Ehrhardt, S., and Leckey, J. (2020). “Fluid resistance: The sizing of paper,” in: Make Paper Products Stand Out: Strategic Use of Wet End Chemical Additives, TAPPI Press, Atlanta, Ch. 3, pp. 53-75.
Ellenbecker, M. J., and Leith, D. (1980). “The effect of dust retention on pressure drop in a high velocity pulse-jet fabric filter,” Powder Technology 25(2), 147-154. DOI: 10.1016/0032-5910(80)87025-2
El Miri, N., Abdelouahdi, K., Zahouily, M., Fihri, A., Barakat, A., Solhy, A., and El Achaby, M. (2015). “Bio‐nanocomposite films based on cellulose nanocrystals filled polyvinyl alcohol/chitosan polymer blend,” Journal of Applied Polymer Science 132(22). DOI: 10.1002/app.42004
Esa, F., Tasirin, S. M., and Rahman, N. A. (2014). “Overview of bacterial cellulose production and application,” in: 2nd International Conference on Agricultural and Food Engineering (Cafe 2014) – New Trends Forward, N. L. Chen, H. C. Man, and R. A. Talib (eds.), book series: Agriculture and Agricultural Science Procedia, Vol. 2, pp. 113-119. DOI: 10.1016/j.aaspro.2014.11.017
Espy, H. H. (1994). “Alkaline-curing polymeric amine-epichlorohydrin resins,” in: Wet-Strength Resins and Their Application, L. L. Chan (ed.), TAPPI Press, Atlanta, Ch. 2, p. 13.
Espy, H. H. (1995). “The mechanism of wet-strength development in paper: A review,” TAPPI J. 78(4), 90-99.
Fan, P. D., Yuan, Y. L., Ren, J. K., Yuan, B., He, Q., Xia, G. M., Chen, F. X., and Song, R. (2017). “Facile and green fabrication of cellulosed based aerogels for lampblack filtration from waste newspaper,” Carbohyd. Polym. 162, 108-114. DOI: 10.1016/j.carbpol.2017.01.015
Fan, X., Wang, Y., Kong, L. S., Fu, X. W., Zheng, M., Liu, T., Zhong, W. H., and Pan, S. Y. (2018). “A nanoprotein-functionalized hierarchical composite air filter,” ACS Sustain. Chem. Eng. 6(9), 11606-11613. DOI: 10.1021/acssuschemeng.8b01827
Fan, X., Wang, Y., Zhong, W. H., and Pan, S. Y. (2019). “Hierarchically structured all-biomass air filters with high filtration efficiency and low air pressure drop based on Pickering emulsion,” ACS Appl. Mater. Interf. 11(15), 14266-14274. DOI: 10.1021/acsami.8b21116
Fardim, P., and Tikka, P. (2011). Chemical Pulping, 2nd Ed., Paper Engineers’ Assoc., Paperi ja Puu Oy, Finland.
Fernandes Diniz, J. M. B., Gil, M. H., and Castro, J. A. A. M. (2004). “Hornification—its origin and interpretation in wood pulps,” Wood Science and Technology 37(6), 489-494. DOI: 0.1007/s00226-003-0216-2
Fjeld, R. A., and Owens, T. M. (1988). “The effect of particle charge on penetration in an electret filter,” IEEE Trans. Ind. Appl. 24(4), 725-731. DOI: 10.1109/28.6128
Frising, T., Thomas, D., Bémer, D., and Contal, P. (2005). “Clogging of fibrous filters by liquid aerosol particles: Experimental and phenomenological modelling study,” Chemical Engineering Science 60(10), 2751-2762. DOI: 10.1016/j.ces.2004.12.026
Fu, Q., Liu, Y., Liu, T., Mo, J., Zhang, W., Zhang, S., … and Nie, S. (2022). “Air-permeable cellulosic triboelectric materials for self-powered healthcare products,” Nano Energy 102, article no. 107739. DOI: 10.1016/j.nanoen.2022.107739
Fumagalli, M., Sanchez, F., Boisseau, S. M., and Heux, L. (2013). “Gas-phase esterification of cellulose nanocrystal aerogels for colloidal dispersion in apolar solvents,” Soft Matter 9(47), 11309-11317. DOI: 10.1039/c3sm52062e
Galdiero, S., Falanga, A., Vitiello, M., Cantisani, M., Marra, V., and Galdiero, M. (2011). “Silver nanoparticles as potential antiviral agents,” Molecules 16(10), 8894-8918. DOI: 10.3390/molecules16108894
Garcia, R. A., Stevanovic, T., Berthier, J., Njamen, G., Talnai, B., and Achim, A. (2021). “Cellulose, nanocellulose, and antimicrobial materials for the manufacture of face masks: A review,” BioResources 16(2), 4321-4353. DOI: 10.15376/biores.16.2.Garcia
Garner, R. G., and Kerekes, R. J. (1978). “Aerodynamic characterization of dry wood pulp,” Trans. CPPA Tech Section 4(3).
Gharehkhani, S., Sadeghinezhad, E., Kazi, S. N., Yarmand, H., Badarudin, A., Safaei, M. R., and Zubir, M. N. M. (2015). “Basic effects of pulp refining on fiber properties – A review,” Carbohydr. Polym. 115, 785-803. DOI: 10.1016/j.carbpol.2014.08.047
Givehchi, R., Li, Q., and Tan, Z. (2015). “The effect of electrostatic forces on filtration efficiency of granular filters,” Powder Technology 277, 135-140. DOI: 10.1016/j.powtec.2015.01.074.
Givehchi, R., and Tan, Z. C. (2014). “An overview of airborne nanoparticle filtration and thermal rebound theory,” Aerosol Air Qual. Res. 14(1), 45-63. DOI: 10.4209/aaqr.2013.07.0239
Givehchi, R., and Tan, Z. (2015). “The effect of capillary force on airborne nanoparticle filtration,” J. Aerosol Sci. 83, 12-24. DOI: 10.1016/j.jaerosci.2015.02.001
Godish, T. J., and Godish, D. R. (2006). “Mold infestation of wet spray-applied cellulose insulation,” J. Air Waste Manag. Assoc. 56(1), 90-95. DOI: 10.1080/10473289.2006.10464434
Gorres, J., Grant, R., Cresson, T., and Luner, P. (1986). “Effect of drainage on randomly formed papers: Simulation study,” TAPPI J. 69(7), 104-105. DOI: 10.1109/MC.1986.1663240
Graupner, N., Basel, S., and Mussig, J. (2018). “Size effects of viscose fibres and their unidirectional epoxy composites: Application of least squares Weibull statistics,” Cellulose 25(6), 3407-3421. DOI: 10.1007/s10570-018-1819-y
Grinshpun, S. A., Haruta, H., Eninger, R. M., Reponen, T., McKay, R. T., and Lee, S. A. (2009). “Performance of an N95 filtering facepiece particulate respirator and a surgical mask during human breathing: Two pathways for particle penetration,” J. Occup. Environ. Hyg. 6(10), 593-603. DOI: 10.1080/15459620903120086
Gulbiten, O., Mauro, J. C., Guo, X. J., and Boratav, O. N. (2018). “Viscous flow of medieval cathedral glass,” J. Amer. Ceramic Soc. 101(1), 5-11. DOI: 10.1111/jace.15092
Gunawan, C., Teoh, W. Y., Marquis, C. P., and Amal, R. (2011). “Cytotoxic origin of copper (II) oxide nanoparticles: Comparative studies with micron-sized particles, leachate, and metal salts,” ACS Nano 5(9), 7214-7225. DOI: 10.1021/nn2020248
Guo, J., Wang, Y., Liu, R., and Tang, H. (2002). “Calculation model of uniform media filtration capacity,” Colloids and Surfaces A: Physicochemical and Engineering Aspects 201(1-3), 237-245. DOI: 10.1016/S0927-7757(01)01032-9
Gupta, A., Novick, V. J., Biswas, P., and Monson, P. R. (1993). “Effect of humidity and particle hygroscopicity on the mass loading capacity of high-efficiency particulate air (HEPA) filters,” Aerosol Sci. Technol. 19(1), 94-107. DOI: 10.1080/02786829308959624
Gustafsson, O., Gustafsson, S., Manukyan, L., and Mihranyan, A. (2018). “Significance of Brownian motion for nanoparticle and virus capture in nanocellulose-based filter paper,” Membranes 8(4), article no. 90. DOI: 10.3390/membranes8040090
Gustafsson, S., Lordat, P., Hanrieder, T., Asper, M., Schaefer, O., and Mihranyan, A. (2016). “Mille-feuille paper: A novel type of filter architecture for advanced virus separation applications,” Mater. Horiz. 3(4), 320-327. DOI: 10.1039/c6mh00090h
Gustafsson, S., and Mihranyan, A. (2016). “Strategies for tailoring the pore-size distribution of virus retention filter papers,” ACS Appl. Mater. Interf. 8(22), 13759-13767. DOI: 10.1021/acsami.6b03093
Gustafsson, S., Westermann, F., Hanrieder, T., Jung, L., Ruppach, H., and Mihranyan, A. (2019). “Comparative analysis of dry and wet porometry methods for characterization of regular and cross-linked virus removal filter papers,” Membranes 9(1), article no. 1. DOI: 10.3390/membranes9010001
Hansen, C. (2007). Hansen Solubility Parameters: A User’s Handbook, 2nd Ed., CRC Press, Boca Raton, FL, USA. DOI: 10.1201/9781420006834
Happel, J. (1959). “Viscous flow relative to arrays of cylinders,” AIChE Journal 5(2), 174-177. DOI: 10.1002/aic.690050211
He, W. D., Guo, Y. H., Gao, H. C., Liu, J. X., Yue, Y., and Wang, J. (2020). “Evaluation of regeneration processes for filtering facepiece respirators in terms of the bacteria inactivation efficiency and influences on filtration performance,” ACS Nano 14(10), 13161-13171. DOI: 10.1021/acsnano.0c04782
Heydarifard, S., Nazhad, M. M., Xiao, H. N., Shipin, O., and Olson, J. (2016). “Water-resistant cellulosic filter for aerosol entrapment and water purification, Part I: Production of water-resistant cellulosic filter,” Environ. Technol. 37(13), 1716-1722. DOI: 10.1080/09593330.2015.1130174
Hinds, W. C. (1999). Aerosol Technology: Properties, Behavior, and Measurement of Airborne Particles, John Wiley & Sons.
Hinds, W. C., and Kadrichu, N. P. (1997). “The effect of dust loading on penetration and resistance of glass fiber filters,” Aerosol Science and Technology 27(2), 162-173. DOI: 10.1080/02786829708965464
Hinds, W. C., and Kraske, G. (1987). “Performance of dust respirators with facial seal leaks: I. Experimental,” American Industrial Hygiene Association Journal 48(10), 836-841. DOI: 10.1080/15298668791385679
Hiragond, C. B., Kshirsagar, A. S., Dhapte, V. V., Khanna, T., Joshi, P., and More, P. V. (2018). “Enhanced anti-microbial response of commercial face mask using colloidal silver nanoparticles,” Vacuum 156, 475-482. DOI: 10.1016/j.vacuum.2018.08.007
Hirchfelder, J. O., Curtiss, C. F., and Bird, B. (1954). Molecular Theory of Gases and Liquids, Wiley, New York.
Hogan Jr, C. J., Li, L., Chen, D. R., and Biswas, P. (2009). “Estimating aerosol particle charging parameters using a Bayesian inversion technique,” Journal of Aerosol Science 40(4), 295-306. DOI: 10.1016/j.jaerosci.2008.11.008
Hoppel, W. A., and Frick, G. M. (1986). “Ion—aerosol attachment coefficients and the steady-state charge distribution on aerosols in a bipolar ion environment,” Aerosol Science and Technology 5(1), 1-21. DOI: 10.1080/02786828608959073
Hosseini, S. A., and Tafreshi, H. V. (2011). “On the importance of fibers’ cross-sectional shape for air filters operating in the slip flow regime,” Powder Technol. 212(3), 425-431. DOI: 10.1016/j.powtec.2011.06.025
Hu, B. (2022). “Recent advances in facemask devices for in vivo sampling of human exhaled breath aerosols and inhalable environmental exposures,” TRAC – Trends Anal. Chem. 151, article no. 116600. DOI: 10.1016/j.trac.2022.116600
Hu, D., Qiao, L., Chen, J., Ye, X., Yang, X., Cheng, T., and Fang, W. (2010). “Hygroscopicity of inorganic aerosols: Size and relative humidity effects on the growth factor,” Aerosol and Air Quality Research 10(3), 255-264. DOI: 10.4209/aaqr.2009.12.0076
Hu, J., Xiong, Z. J., Liu, Y. Q., and Lin, J. Y. (2022). “A biodegradable composite filter made from electrospun zein fibers underlaid on the cellulose paper towel,” Int. J. Biol. Macromol. 204, 419-428. DOI: 10.1016/j.ijbiomac.2022.02.029
Huang, J. T., and Huang, V. J. (2007). “Evaluation of the efficiency of medical masks and the creation of new medical masks,” Journal of International Medical Research 35(2), 213-223. DOI: 10.1177/147323000703500205
Huang, S.-H., Chen, C.-W., Kuo, Y.-M., Lai, C.-Y., McKay, R., and Chen, C.-C. (2013). “Factors affecting filter penetration and quality factor of particulate respirators,” Aerosol Air Qual. Res. 13(1), 162-171. DOI: 10.4209/aaqr.2012.07.0179
Hubbe, M. A. (1979). Unpublished findings related to Master’s Degree at the Inst. of Paper Chem., Appleton, WI.
Hubbe, M. A. (1981). “Adhesion and detachment of biological cells in vitro,” Prog. Surface Sci. 11(2), 65-137. DOI: 10.1016/0079-6816(81)90009-5
Hubbe, M. A. (1985). “Detachment of colloidal hydrous oxide spheres from flat solids exposed to flow. 2. Mechanism of release,” Colloids and Surfaces 16(3-4), 249-270. DOI: 10.1016/0166-6622(85)80257-2
Hubbe, M. A. (2005). “Microparticle programs for drainage and retention,” in Rodriguez, J. M. (ed.), Micro and Nanoparticles in Papermaking, TAPPI Press, Atlanta, Chapter 1, 1-36.
Hubbe, M. A. (2007a). “Paper’s resistance to wetting – A review of internal sizing chemicals and their effects,” BioResources 2(1), 106-145. DOI: 10.15376/biores.2.1.106-145
Hubbe, M. A. (2007b). “Flocculation and redispersion of cellulosic fiber suspensions: A review of effects of hydrodynamic shear and polyelectrolytes,” BioResources 2(2), 296-331. DOI: 10.15376/biores.2.2.296-331
Hubbe, M. A., Ayoub, A., Daystar, J. S., Venditti, R. A, and Pawlak, J. J. (2013). “Enhanced absorbent products incorporating cellulose and its derivatives: A review,” BioResources 8(4), 6556-6629. DOI: 10.15376/biores.8.4.6556-6629
Hubbe, M. A., Chen, H., and Heitmann, J. A. (2009). “Permeability reduction phenomena in packed beds, fiber mats, and wet webs of paper exposed to flow of liquids and suspensions: A review,” BioResources 4(1), 405-451. DOI: 10.15376/biores.4.1.405-451
Hubbe, M. A., and Koukoulas, A. A. (2016). “Wet-laid nonwovens manufacture – Chemical approaches using synthetic and cellulosic fibers,” BioResources 11(2), 5500-5552. DOI: 10.15376/biores.11.2.Hubbe
Hubbe, M. A., Tayeb, P., Joyce, M., Tyagi, P., Kehoe, M., Dimic-Misic, K., and Pal, L. (2017). “Rheology of nanocellulose-rich aqueous suspensions: A review,” BioResources 12(4), 9556-9661. DOI: 10.15376/biores.12.1.2143-2233
Hui, L. F., Yang, B., Han, X., and Liu, M. R. (2018). “Application of synthetic fiber in air filter paper,” BioResources 13(2), 4264-4278. DOI: 10.15376/biores.13.2.4264-4278
Hyttinen, M., Rautio, A., Pasanen, P., Reponen, T., Earnest, G. S., Streifel, A., and Kalliokoski, P. (2011). “Airborne infection isolation rooms – A review of experimental studies,” Indoor Built Environ. 20(6), 584-594. DOI: 10.1177/1420326X11409452
Imani, R., Talaiepour, M., Dutta, J., Ghobadinezhad, M. R., Hemmasi, A. H., and Nazhad, M. M. (2011). “Production of antibacterial filter paper from wood cellulose,” BioResources 6(1), 891-900. DOI: 10.15376/biores.6.1.891-900
Institute of Medicine. (2006). “Reusability of facemasks during an influenza pandemic: Facing the flu,” The National Academies Press, Washington DC. DOI: 10.17226/11637
Ishack, S., and Lipner, S. R. (2020). “Applications of 3D printing technology to address COVID-19–related supply shortages,” The American Journal of Medicine 133(7), 771. DOI: 10.1016/j.amjmed.2020.04.002
Iwata, M., Tanizaki, H., Fujii, H., Endo, Y., Fujisawa, A., Tanioka, M., Miyachi, Y., and Kabashima, K. (2016). “Contact urticaria due to a face mask coated with disinfectant liquid spray,” Acta Dermato-Venereologica 95(5), 628-629. DOI: 10.2340/00015555-1962
Jain, S., Bhanjana, G., Heydarifard, S., Dilbaghi, N., Nazhad, M. M., Kumar, V., Kim, K. H., and Kumar, S. (2018). “Enhanced antibacterial profile of nanoparticle impregnated cellulose foam filter paper for drinking water filtration,” Carbohyd. Polym. 202, 219-226. DOI: 10.1016/j.carbpol.2018.08.130
Jain, S., Nehra, M., Dilbaghi, N., Singhal, N. K., Marrazza, G., Kim, K. H., and Kumar, S. (2022). “Insight into the antifungal effect of chitosan-conjugated metal oxide nanoparticles decorated on cellulosic foam filter for water filtration.” Intl. J. Food Microbiol. 372, article no. 109677. DOI: 10.1016/j.ijfoodmicro.2022.109677
Jaroszczyk, T., Wake, J., and Connor, M. J. (1993). “Factors affecting the performance of engine air filters,” J. Eng. Gas Turbines Power – Trans. ASME 115(4), 693-699. DOI: 10.1115/1.2906761
Ji, Y. H., Qiao, H., Liang, Y., Xu, G.-L., Wang, Y., and Hu, J. (2019). “Preparation of water-based epoxy resin and its application as an automotive air filter paper binder,” BioResources 14(3), 7148-7156.
Jiang, F., and Hsieh, Y. L. (2015). “Cellulose nanocrystal isolation from tomato peels and assembled nanofibers,” Carbohydrate Polymers 122, 60-68. DOI: 10.1016/j.carbpol.2014.12.064
Jimenez-Saelices, C., Seantier, B., Cathala, B., and Grohens, Y. (2017). “Spray freeze-dried nanofibrillated cellulose aerogels with thermal superinsulating properties,” Carbohyd. Polym. 157, 105-113. DOI: 10.1016/j.carbpol.2016.09.068
Johnson, K. L., Kendall, K., and Roberts, A. (1971). “Surface energy and the contact of elastic solids,” Proceedings of the Royal Society of London. A. Mathematical and Physical Sciences 324(1558), 301-313. DOI: 10.1098/rspa.1971.0141
Joubert, A., Laborde, J. C., Bouilloux, L., Calle-Chazelet, S., and Thomas, D. (2010). “Influence of humidity on clogging of flat and pleated HEPA filters,” Aerosol Science and Technology 44(12), 1065-1076. DOI: 10.1080/02786826.2010.510154
Joubert, A., Laborde, J. C., Bouilloux, L., Chazelet, S., and Thomas, D. (2011). “Modelling the pressure drop across HEPA filters during cake filtration in the presence of humidity,” Chemical Engineering Journal 166(2), 616-623. DOI: 10.1016/j.cej.2010.11.033
Jung, S., and Kim, J. (2020). “Advanced design of fiber-based particulate filters: Materials, morphology, and construction of fibrous assembly,” Polymers 12(8), article no. 1714. DOI: 10.3390/polym12081714
Junter, G. A., and Lebrun, L. (2017). “Cellulose-based virus-retentive filters: A review,” Rev. Environ. Sci. Biotech. 16(3), 455-489. DOI: 10.1007/s11157-017-9434-1
Kadam, V. V., Wang, L. J., and Padhye, R. (2018). “Electrospun nanofibre materials to filter air pollutants – A review,” J. Indust. Textiles 47(8), 2253-2280. DOI: 10.1177/1528083716676812
Kanaoka, C. (2019). “Fine particle filtration technology using fiber as dust collection medium,” Kona Powder Particle J. 36, 88-113. DOI: 10.14356/kona.2019006
Kanaoka, C., Hiragi, S., and Tanthapanichakoon, W. (2001). “Stochastic simulation of the agglomerative deposition process of aerosol particles on an electret fiber,” Powder Technology 118(1-2), 97-106. DOI: 10.1016/S0032-5910(01)00299-6
Kang, K. Y., Hwang, K. R., Park, J. Y., Lee, J. P., Kim, J. S., and Lee, J. S. (2018). “Critical point drying: An effective drying method for direct measurement of the surface area of a pretreated cellulosic biomass,” Polymers 10(6), article no. 676. DOI: 10.3390/polym10060676
Kasper, G., Schollmeier, S., Meyer, J., and Hoferer, J. (2009). “The collection efficiency of a particle-loaded single filter fiber,” Journal of Aerosol Science 40(12), 993-1009. DOI: 10.1016/j.jaerosci.2009.09.005
Keck, L., and Wittmaack, K. (2006). “Simplified approach to measuring semivolatile inorganic particulate matter using a denuded cellulose filter without backup filters,” Atmos. Environ. 40(37), 7106-7114. DOI: 10.1016/j.atmosenv.2006.06.027
Kerekes, R. J., and Schell, C. J. (1992). “Characterization of fiber flocculation regimes by a crowding factor,” J. Pulp Paper Sci. 18(1), J32-J38.
Khalil, H. A., Bhat, A. H., and Yusra, A. I. (2012). “Green composites from sustainable cellulose nanofibrils: A review,” Carbohydrate Polymers 87(2), 963-979. DOI: 10.1016/j.carbpol.2011.08.078
Khalil, H. P. S. A., Davoudpour, Y., Islam, M. N., Mustapha, A., Sudesh, K., Dungani, R., and Jawaid, M. (2014). “Production and modification of nanofibrillated cellulose using various mechanical processes: A review,” Carbohyd. Polym. 99, 649-665. DOI: 10.1016/j.carbpol.2013.08.069
Kharaghani, D., Khan, M. Q., Shahzad, A., Inoue, Y., Yamamoto, T., Rozet, S., and Kim, I. S. (2018). “Preparation and in-vitro assessment of hierarchal organized antibacterial breath mask based on polyacrylonitrile/silver (PAN/AgNPs) nanofiber,” Nanomaterials 8(7), 461. DOI: 10.3390/nano8070461
Khoshkava, V., and Kamal, M. R. (2013). “Effect of surface energy on dispersion and mechanical properties of polymer/nanocrystalline cellulose nanocomposites,” Biomacromol. 14(9), 3155-3163. DOI: 10.1021/bm400784j
Kim, C. S., Bao, L., Okuyama, K., Shinada, M., and Niinuma, H. (2006a). “Filtration efficiency of a fibrous filter for nanoparticles,” J. Nanoparticle Res. 8(2), 215-221. DOI: 10.1007/s11051-005-9017-x
Kim, C. W., Kim, D. S., Kang, S. Y., Marquez, M., and Joo, Y. L. (2006b). “Structural studies of electrospun cellulose nanofibers,” Polymer 47(14), 5097-5107. DOI: 10.1016/j.polymer.2006.05.033
Kim, G. T., Ahn Y. C., and Lee, J. K. (2008). “Characteristics of Nylon 6 nanofilter for removing ultra-fine particles,” Korean J. Chem. Eng. 25, 368. DOI: 10.1007/s11814-008-0061-y
Kirsch, V. A. (1998). “Method for the calculation of an increase in the pressure drop in an aerosol filter on clogging with solid particles,” Colloid Journal of the Russian Academy of Sciences 60(4), 439-443.
Konda, A., Prakash, A., Moss, G. A., Schmoldt, M., Grant, G. D., and Guha, S. (2020a). “Aerosol filtration efficiency of common fabrics used in respiratory cloth masks,” ACS Nano 14(5), 6339-6347. DOI: 10.1021/acsnano.0c03252
Konda, A., Prakash, A., Moss G., Schmoldt, M., Grant, B., and Guna, S. (2020b). “Correction to aerosol filtration efficiency of common fabrics used in respiratory cloth masks,” ACS Nano 14(5), 6339-6347. DOI: 10.1021/acsnano.0c03252
Konda, A., Prakash, A., Moss, G. A., Schmoldt, M., Grant, G. D., and Guha, S. (2020c). “Response to letters to the editor on aerosol filtration efficiency of common fabrics used in respiratory cloth masks: Revised and expanded results,” ACS Nano 14(9), 10765-10770. DOI: 10.1021/acsnano.0c04897
Kozeny (1927). “Uber Kapillare Leiting des Wassers in Boden,” Sitzungsber. Akad. Wiss. Wein, Math-Naturwiss. Kl., Abt. 2A, 136, 271-306.
Krucinska, I. (2002). “The influence of technological parameters on the filtration efficiency of electret needled non-woven fabrics,” J. Electrostatics 56(2), 143-153. DOI: 10.1016/S0304-3886(02)00060-8
Kuwabara, S. (1959). “The forces experienced by randomly distributed parallel circular cylinders or spheres in a viscous flow at small Reynolds numbers,” Journal of the Physical Society of Japan 14(4), 527-532. DOI: 10.1143/JPSJ.14.527
Lavoine, N., Desloges, I., Dufresne, A., and Bras, J. (2012). “Microfibrillated cellulose – Its barrier properties and applications in cellulosic materials: A review,” Carbohyd. Polym. 90(2), 735-764. DOI: 10.1016/j.carbpol.2012.05.026
Lee, K. W, and Liu, B. Y. H. (1980). “On the minimum efficiency and the most penetrating particle size for fibrous filters,” J. Air Pollut. Contr. Assoc. 30(4), 377-381. DOI: 10.1080/00022470.1980.10464592
Lee, M. H., Choi, H. J., Kumita, M., and Otani, Y. (2020). “Present status of air filters and exploration of their new applications,” Kona Powder Particle J. 37, 19-27. DOI: 10.14356/kona.2020001
Lee, S. Y., Chun, S. J., Kang, I. A., and Park, J. Y. (2009). “Preparation of cellulose nanofibrils by high-pressure homogenizer and cellulose-based composite films,” J. Indust. Eng. Chem. 15(1), 50-55. DOI: 10.1016/j.jiec.2008.07.008
Leung, W. W. F., Hung, C. H., and Yuen, P. T. (2010). “Effect of face velocity, nanofiber packing density and thickness on filtration performance of filters with nanofibers coated on a substrate,” Separation and Purification Technology 71(1), 30-37. DOI: 10.1016/j.seppur.2009.10.017
Li, P., Zong, Y., Zhang, Y., Yang, M., Zhang, R., Li, S., and Wei, F. (2013). “In situ fabrication of depth-type hierarchical CNT/quartz fiber filters for high efficiency filtration of sub-micron aerosols and high water repellency,” Nanoscale 5(8), 3367-3372. DOI: 10.1039/c3nr34325a
Li, Q., Yin, Y. C., Cao, D. X., Wang, Y., Luan, P. C., Sun, X., Liang, W. T., and Zhu, H. L. (2021). “Photocatalytic rejuvenation enabled self-sanitizing, reusable, and biodegradable masks against COVID-19,” ACS Nano 15(7), 11992-12005. DOI: 10.1021/acsnano.1c03249
Li, S. H., Chen, D. R., Zhou, F. B., and Chen, S. C. 2020). “Effects of relative humidity and particle hygroscopicity on the initial efficiency and aging characteristics of electret HVAC filter media,” Build. Environ. 171, article 106669. DOI: 10.1016/j.buildenv.2020.106669
Li, Y., Wong, T., Chung, A. J., Guo, Y. P., Hu, J. Y., Guan, Y. T., Yao, L., Song, Q. W., and Newton, E. (2006). “In vivo protective performance of N95 respirator and surgical facemask,” American Journal of Industrial Medicine 49(12), 1056-1065. DOI: 10.1002/ajim.20395
Li, Y. Y., Yin, X., Yu, J. Y., and Ding, B. (2019). “Electrospun nanofibers for high-performance air filtration,” Composites Commun. 15, 6-19. DOI: 10.1016/j.coco.2019.06.003
Liew, T. P., and Conder, J. R. (1985). “Fine mist filtration by wet filters—I. Liquid saturation and flow resistance of fibrous filters,” Journal of Aerosol Science 16(6), 497-509. DOI: 10.1016/0021-8502(85)90002-3
Lindström, T. (2017). “Aspects on nanofibrillated cellulose (NFC) processing, rheology and NFC-film properties,” Curr. Opin. Colloid Insterface Sci. 29, 68-75. DOI: 10.1016/j.cocis.2017.02.005
Liu, B. Y., and Lee, K. W. (1976). “Efficiency of membrane and nuclepore filters for submicrometer aerosols,” Environmental Science & Technology 10(4), 345-350. DOI: 10.1021/es60115a002
Liu, G. L., Xiao, M. X., Zhang, X. X., Gal, C., Chen, X. J., Liu, L., Pan, S., Wu, J. S., Tang, L., and Clements-Croome, D. (2017). “A review of air filtration technologies for sustainable and healthy building ventilation,” Sustain. Cities Society 32, 375-396. DOI: 10.1016/j.scs.2017.04.011
Liu, G. X., Nie, J. H., Han, C. B., Jiang, T., Yang, Z. W., Pang, Y. K., Xu, L., Guo, T., Bu, T. Z., Zhang, C., and Wang. Z. L. (2018). “Self-powered electrostatic adsorption face mask based on a triboelectric nanogenerator,” ACS Appl. Mater. Interfaces 10(8), 7126-7133. DOI: 10.1021/acsami.7b18732
Liu, H., Cao, C. Y., Huang, J. Y., Chen, Z., Chen, G. Q., and Lai, Y. K. (2020). “Progress on particulate matter filtration technology: Basic concepts, advanced materials, and performances,” Nanoscale 12(2), 437-453. DOI: 10.1039/C9NR08851B
Liu, J. Q., Jiang, T., Li, X. H., and Wang, Z. L. (2019). “Triboelectric filtering for air purification,” Nanotech. 30(29), article no. 292001. DOI: 10.1088/1361-6528/ab0e34
Liu, S., Zhang, L., Zhou, J., and Wu, R. (2008). “Structure and properties of cellulose/ Fe2O3 nanocomposite fibers spun via an effective pathway,” The Journal of Physical Chemistry C 112(12), 4538-4544. DOI: 10.1021/jp711431h
Liu, T., Cai, C., Ma, R., Deng, Y., Tu, L., Fan, Y., and Lu, D. (2021). “Super-hydrophobic cellulose nanofiber air filter with highly efficient filtration and humidity resistance,” ACS Applied Materials & Interfaces 13(20), 24032-24041. DOI: 10.1021/acsami.1c04258
Liu, X. B., Souzandeh, H., Zheng, Y. D., Xie, Y. J., Zhong, W. H., and Wang, C. (2017). “Soy protein isolate/bacterial cellulose composite membranes for high efficiency particulate air filtration,” Composites Sci. Technol. 138, 124-133. DOI: 10.1016/j.compscitech.2016.11.022
Liu, W. B., Yang, L., and Lv, X. H. (2015). “High-permeability filter paper prepared from pulp fiber treated in NaOH/urea/thiourea system at low temperature,” BioResources 10(3), 5620-5632. DOI: 10.15376/biores.10.3.5620-5632
Long, J., Tang, M., Liang, Y., and Hu, J. (2018). “Preparation of fibrillated cellulose nanofiber from lyocell fiber and its application in air filtration,” Mater. 11(8), article no. 1313. DOI: 10.3390/ma11081313
Lu, C., Rosencrance, S. Swales, D., Covarubias, R., and Hubbe, M. A. (2020). “Dry strength: Strategies for stronger paper,” in: Make Paper Products Stand Out: Strategic Use of Wet End Chemical Additives, TAPPI Press, Atlanta, Ch. 7, pp. 155-196.
Lu, T., Cui, J. X., Qu, Q. L., Wang, Y. L., Zhang, J., Xiong, R. H., Ma, W. J., and Huang, C. B. (2021). “Multistructured electrospun nanofibers for air filtration: A review,” ACS Appl. Mater. Interf. 13(20), 23293-23313. DOI: 10.1021/acsami.1c06520
Lu, Z. Q., Su, Z. P., Song, S. X., Zhao, Y. S., Ma, S. S., and Zhang, M. Y. (2018). “Toward high-performance fibrillated cellulose-based air filter via constructing spider-web-like structure with the aid of TBA during freeze-drying process,” Cellulose 25(1), 619-629. DOI: 10.1007/s10570-017-1561-x
Lund, K., Sjöström, K., and Brelid, H. (2012). “Alkali extraction of kraft pulp fibers: Influence on fibre and fluff pulp properties,” J. Eng. Fiber Fabr. 7(2), 30-39. DOI: 10.1177/155892501200700206
Luo, P.-C., Cao, C.-C., and Zhang, J. (2013). “Kinetic study of the acetylation of cotton linter pulp,” BioResources 8(2), 2708-2718. DOI: 10.15376/biores.8.2.2708-2718
Lv, D., Zhu, M. M., Jiang, Z. C., Jiang, S. H., Zhang, Q. L., Xiong, R. H., and Huang, C. B. (2018). “Green electrospun nanofibers and their application in air filtration,” Macromol. Mater. Eng. 303(12), article no. 1800336. DOI: 10.1002/mame.201800336
Ma, S. S., Zhang, M. Y., Nie, J. Y., Yang, B., Song, S. X., and Lu, P. (2018a). “Multifunctional cellulose-based air filters with high loadings of metal-organic frameworks prepared by in situ growth method for gas adsorption and antibacterial applications,” Cellulose 25(10), 5999-6010. DOI: 10.1007/s10570-018-1982-1
Ma, S. S., Zhang, M. Y., Yang, B., Song, S. X., Nie, J. Y., and Lu, P. (2018b). “Preparation of cellulosic air filters with controllable pore structures via organic solvent-based freeze casting: The key role of fiber dispersion and pore size,” BioResources 13(3), 5894-5908. DOI: 10.15376/biores.13.3.5894-5908
Ma, Z. W., Kotaki, M., and Ramakrishna, S. (2005). “Electrospun cellulose nanofiber as affinity membrane,” J. Membrane Sci. 265(1-2), 115-123. DOI: 10.1016/j.memsci.2005.04.044
Maddineni, A. K., Das, D., and Damodaran, R. M. (2017). “Inhibition of particle bounce and re-entrainment using oil-treated filter media for automotive engine intake air filtration,” Powder Technol. 322, 369-377. DOI: 10.1016/j.powtec.2017.09.025
Maddineni, A. K., Das, D., and Damodaran, R. M. (2020). “Oil-treated pleated fibrous air filters for motor vehicle engine intake application,” Proceedings of the Institution of Mechanical Engineers Part D – Journal of Automobile Engineering 234(2-3), 702-713. DOI: 10.1177/0954407019850379
Mahdavi, A. (2013). “Efficiency measurement of N95 filtering facepiece respirators against ultrafine particles under cyclic and constant flows,” Doctoral dissertation, Concordia University.
Mahdavi, A., Haghighat, F., Bahloul, A., Brochot, C., and Ostiguy, C. (2015). “Particle loading time and humidity effects on the efficiency of an N95 filtering facepiece respirator model under constant and inhalation cyclic flows,” Annals of Occupational Hygiene 59(5), 629-640.
Mallakpour, S., Azadi, E., and Hussain, C. M. (2022). “Fabrication of air filters with advanced filtration performance for removal of viral aerosols and control the spread of COVID-19,” Adv. Colloid Interface Sci. 303, article no. 102653. DOI: 10.1016/j.cis.2022.102653
Mao, J. L., Grgic, B., Finlay, W. H., Kadla, J. F., and Kerekes, R. J. (2008). “Wood pulp based filters for removal of sub-micrometer aerosol particles,” Nordic Pulp Paper Res. J. 23(4), 420-425. DOI: 10.3183/npprj-2008-23-04-p420-425
Marlow, W. H., and Brock, J. R. (1975). “Calculations of bipolar charging of aerosols,” Journal of Colloid and Interface Science 51(1), 23-31. DOI: 10.1016/0021-9797(75)90078-8
Maugis, D. (2000). “Frictionless elastic contact,” in: Contact, Adhesion and Rupture of Elastic Solids, Springer, Berlin, Heidelberg, pp. 203-344. DOI: 10.1007/978-3-662-04125-3_4
Maus, R., Goppelsroder, A., and Umhauer, H. (2001). “Survival of bacterial and mold spores in air filter media,” Atmos. Environ. 35(1), 105-113. DOI: 10.1016/S1352-2310(00)00280-6
Mead-Hunter, R., King, A. J. C., Mullins, B. J. (2014). “Aerosol-mist coalescing filters – A review,” Separ. Purif. Technol. 113, 484-506. DOI: 10.1016/j.seppur.2014.06.057
Miguel, A. F. (2003). “Effect of air humidity on the evolution of permeability and performance of a fibrous filter during loading with hygroscopic and non-hygroscopic particles,” Journal of Aerosol Science 34(6), 783-799. DOI: 10.1016/S0021-8502(03)00027-2
Milton, D. K., Fabian, M. P., Cowling, B. J., Grantham, M. L., and McDevitt, J. J. (2013). “Influenza virus aerosols in human exhaled breath: Particle size, culturability, and effect of surgical masks,” PLoS Pathog. 9(3), article no. e1003205. DOI: 10.1371/journal.ppat.1003205
Miri, R., Haftani, M., and Nouri, A. (2021). “A review of fines migration around steam assisted gravity drainage wellbores,” J. Petro. Sci. Eng. 205, article no. 108868. DOI: 10.1016/j.petrol.2021.108868
Mishra, Y. K., Adelung, R., Röhl, C., Shukla, D., Spors, F., and Tiwari, V. (2011). “Virostatic potential of micro–nano filopodia-like ZnO structures against herpes simplex virus-1,” Antiviral Research 92(2), 305-312. DOI: 10.1016/j.antiviral.2011.08.017
Mitropoulos, A. C. (2008). “The Kelvin equation,” J. Colloid Interface Sci. 317(2), 643-648. DOI: 10.1016/j.jcis.2007.10.001
Montgomery, J. F., Green, S. I., and Rogak, S. N. (2015). “Impact of relative humidity on HVAC filters loaded with hygroscopic and non-hygroscopic particles,” Aerosol Science and Technology 49(5), 322-331. DOI: 10.1080/02786826.2015.1026433
Morgan-Hughes, N. J., Mills, G. H., and Northwood, D. (2001). “Air flow resistance of three heat and moisture exchanging filter designs under wet conditions: Implications for patient safety,” Brit. J. Aneasth. 87(2), 289-291. DOI: 10.1093/bja/87.2.289
Mostofi, R., Wang, B., Haghighat, F., Bahloul, A., and Jaime, L. (2010). “Performance of mechanical filters and respirators for capturing nanoparticles – Limitations and future direction,” Industrial Health 48(3), 296-304. DOI: 10.2486/indhealth.48.296
Mukhopadhyay, A. (2014). “Composite nonwovens in filters: Applications,” in: Composite Non-woven Materials, Woodhead Publishing, pp. 164-210. DOI: 10.1533/9780857097750.164
Mullins, B. J., and Kasper, G. (2006). “Comment on: ‘Clogging of fibrous filters by liquid aerosol particles: Experimental and phenomenological modelling study’ by Frising et al.,” Chemical Engineering Science 61(18), 6223-6227. DOI: 10.1016/j.ces.2006.05.027
Muscat, J. P., and Newns, D. M. (1977). “Image force for a fast particle,” Surf. Sci. 64(2), 641-648. DOI: 10.1016/0039-6028(77)90068-1
Naderi, A. (2017). “Nanofibrillated cellulose: Properties reinvestigated,” Cellulose 24(5), 1933-1945. DOI: 10.1007/s10570-017-1258-1
Nair, S. S., Zhu, J. Y., Deng, Y. L., and Ragauskas, A. J. (2014). “Characterization of cellulose nanofibrillation by micro grinding,” J. Nanoparticle Res. 16(4), article no. 2349. DOI: 10.1007/s11051-014-2349-7
Nazarenko, Y. (2020). “Air filtration and SARS-CoV-2,” Epidem. Health 42, article no. e2020049. DOI: 10.4178/epih.e2020049
Nemoto, J., Saito, T., and Isogai, A. (2015). “Simple freeze-drying procedure for producing nanocellulose aerogel-containing, high-performance air filters,” ACS Appl. Mater. Interf. 7(35), 19809-19815. DOI: 10.1021/acsami.5b05841
Nordstrom, B. (2016). “Multi-ply forming of linerboard by successive twin-wire roll forming,” Nordic Pulp Paper Res. J. 31(4), 613-623. DOI: 10.3183/NPPRJ-2016-31-04-p613-623
Norman, B., Sjödin, U., Alm, B., Björklund, K., Nilsson, F., and Pfister, J.-L. (1995). “Effect of localized dewatering on paper formation,” 1995 International Paper Physics Conference, 55-59, September 11, 1995
Obendorf, S. K. (2004). “Microscopy to define soil, fabric and detergent formulation characteristics that affect detergency: A review,” AATCC Rev. 4(1), 17-23.
Oberg, T., and Brosseau, L. M. (2008). “Surgical mask filter and fit performance,” Am. J. Infect. Control 36(4), 276-282. DOI: 10.1016/j.ajic.2007.07.008
Oladapo, B. I., Ismail, S. O., Afolalu, T. D., Olawade, D. B., and Zahedi, M. (2021). “Review on 3D printing: Fight against COVID-19,” Materials Chemistry and Physics 258, article no. 123943. DOI: 10.1016/j.matchemphys.2020.123943
Omori, Y., Gu, T. Y., Bao, L., Otani, Y., and Seto, T. (2019). “Performance of nanofiber/microfiber hybrid air filter prepared by wet paper processing,” Aerosol Sci. Technol. 53(10), 1149-1157. DOI: 10.1080/02786826.2019.1634243
Onur, A., Ng, A., Garnier, G., and Batchelor, W. (2018). “Engineering cellulose fibre inorganic composites for depth filtration and adsorption,” Separ. Purif. Technol. 203, 209-216. DOI: 10.1016/j.seppur.2018.04.038
Oppermann, W. (1995). “Superabsorbent materials based on cellulose,” Papier 49(12), 765-769.
Orr, F. M., Scriven, L. E., and Rivas, A. P. (1975). “Pendular rings between solids: Meniscus properties and capillary force,” Journal of Fluid Mechanics 67(4), 723-742. DOI: 10.1017/S0022112075000572
Osman, E. (2020). “Nanofinished medical textiles and their potential impact to health and environment,” in: Nanoparticles and their Biomedical Applications, Springer, Singapore, pp. 127-145. DOI: 10.1007/978-981-15-0391-7_5
Pääkkö, M., Ankerfors, M., Kosonen, H., Nykanen, A., Ahola, S., Österberg, M., Ruokolainen, J., Laine, J., Larsson, P. T., Ikkala, O., et al. (2007). “Enzymatic hydrolysis combined with mechanical shearing and high-pressure homogenization for nanoscale cellulose fibrils and strong gels,” Biomacromolecules 8(6), 1934-1941. DOI: 10.1021/bm061215p
Page, D. (1993). “A quantitative theory of the strength of wet webs,” J. Pulp Paper Sci. 19(4), J175-J176.
Pakarinen, O. H., Foster, A. S., Paajanen, M., Kalinainen, T., Katainen, J., Makkonen, I., Lahtinen, J., and Nieminen, R. M. (2005). “Towards an accurate description of the capillary force in nanoparticle-surface interactions,” Model. Simul. Mater. Sci. Eng. 13(7), 1175-1186. DOI: 10.1088/0965-0393/13/7/012
Parandhaman, T., Das, A., Ramalingam, B., Samanta, D., Sastry, T. P., Mandal, A. B., and Das, S. K. (2015). “Antimicrobial behavior of biosynthesized silica–silver nanocomposite for water disinfection: A mechanistic perspective,” Journal of Hazardous Materials 290, 117-126. DOI: 10.1016/j.jhazmat.2015.02.061
Parham, R., and Hergert, H. (1980). “Fluff pulp: A review of its development and current technology,” Pulp Paper 54(3), 110-115, 121.
Payen, J., Vroman, P., Lewandowski, M., Perwuelz, A., Calle-Chazelet, S., and Thomas, D. (2012). “Influence of fiber diameter, fiber combinations and solid volume fraction on air filtration properties in nonwovens,” Textile Res. J. 82(19), 1948-1959. DOI: 10.1177/0040517512449066
Pei, C. X., Ou, Q. S., and Pui, D. Y. H. (2019). “Effect of relative humidity on loading characteristics of cellulose filter media by submicrometer potassium chloride, ammonium sulfate, and ammonium nitrate particles,” Separ. Purif. Technol. 212, 75-83. DOI: 10.1016/j.seppur.2018.11.009
Plateau, J. A. F. (1873). Statique Expérimentale et Théorique des Liquides Soumis aux Seules Forces Moléculaires, Vol. 2, Gauthier-Villars.
Podgorski, A., Balazy, A., and Gradon L. (2006). “Application of nanofibers to improve the filtration efficiency of the most penetrating aerosol particles in fibrous filters,” Chem. Eng. Sci. 61, article no. 6804. DOI: 10.1016/j.ces.2006.07.022
Pradhan, G. K., and Parida, K. M. (2011). “Fabrication, growth mechanism, and characterization of α-Fe2O3 nanorods,” ACS Applied Materials & Interfaces 3(2), 317-323. DOI: 10.1021/am100944b
Praveena, S. M., Han, L. S., Than, L. T. L., and Aris, A. Z. (2016). “Preparation and characterisation of silver nanoparticle coated on cellulose paper: Evaluation of their potential as antibacterial water filter,” J. Exper. Nanosci. 11(17), 1307-1319. DOI: 10.1080/17458080.2016.1209790
Purkayastha, S., Prakash, M., Ghosh, A. K., and Saha, S. (2022). “Preparation and properties of crosslinked poly(vinyl alcohol)/nanofibrillated cellulose based biocomposite by subcritical water/CO2 process,” Polym. Composites, Early access. DOI: 10.1002/pc.26734
Rengasamy, A., Zhuang, Z., and BerryAnn, R. (2004). “Respiratory protection against bioaerosols: Literature review and research needs,” Am. J. Infect. Control 32(6), 345-354. DOI: DOI: 10.1016/j.ajic.2004.04.199
Rengasamy, S., Eimer, B., and Shaffer, R. E. (2010). “Simple respiratory protection – Evaluation of the filtration performance of cloth masks and common fabric materials against 20–1000 nm size particles,” Ann. Occup. Hyg. 54(7), 789-798. DOI: 10.1093/annhyg/meq044
Rey, J., and Vandamme, M. (2013). “On the shrinkage and stiffening of a cellulose sponge upon drying,” J. Appl. Mechanics – Trans ASME 80(2), article no. 020908. DOI: 10.1115/1.4007906
Richardson, A. W., Eshbaugh, J. P., Hofacre, K. C., and Gardner, P. D. (2006). “Respirator filter efficiency testing against particulate and biological aerosols under moderate to high flow rates,” Battelle Memorial Institute, Columbus, Ohio: Edgewood Chemical Biological Center. US Army Research, Development and Engineering Command.
Rochereau, A., Benesse, M., Le Coq, L., Mauret, E., Subrenat, A., and Le Cloirec, P. (2008). “Combined air treatment: Effect of composition of fibrous filters on toluene adsorption and particle filtration efficiency,” Chem. Eng. Res. Design 86(6A), 577-584. DOI: 10.1016/j.cherd.2008.02.012
Rodriguez-Martinez, C. E., Sossa-Briceno, M. P., and Cortes, J. A. (2020). “Decontamination and reuse of N95 filtering facemask respirators: A systematic review of the literature,” Amer. J. Infec. Control 48(12), 1520-1532. DOI: 10.1016/j.ajic.2020.07.004
Rojas, C. M., Goossens, D., Vangrieken, R. (1989). “Penetration of atmospheric aerosols during collection in cellulose filters, studied by secondary ion mass-spectrometry,” J. Aerosol Sci. 20(5), 569-574. DOI: 10.1016/0021-8502(89)90103-1
Rol, F., Karakashov, B., Nechyporchuk, O., Terrien, M., Meyer, V., Dufresne, A., Belgacem, M. N., and Bras, J. (2017). “Pilot-scale twin screw extrusion and chemical pretreatment as an energy-efficient method for the production of nanofibrillated cellulose at high solid content,” Sustain. Chem. Eng. 5(8), 6524-6531. DOI: 10.1021/acssuschemeng.7b00630
Ruparelia, J. P., Chatterjee, A. K., Duttagupta, S. P., and Mukherji, S. (2008). “Strain specificity in antimicrobial activity of silver and copper nanoparticles,” Acta Biomaterialia 4(3), 707-716. DOI: 10.1016/j.actbio.2007.11.006
Santos, R. P. D. O., Ramos, L. A., and Frollini, E. (2020). “Bio-based electrospun mats composed of aligned and nonaligned fibers from cellulose nanocrystals, castor oil, and recycled PET,” International Journal of Biological Macromolecules 163, 878-887. DOI: 10.1016/j.ijbiomac.2020.07.064
Sczostak, A. (2008). “Cotton linters: An alternative cellulosic raw material,” Macromol. Symp. 280, 45-53. DOI: 10.1002/masy.200950606
Shin, S. H., Bae, Y. E., Moon, H. K., Kim, J., Choi, S. H., Kim, Y., Yoon, H. J., Lee, M. H., and Nah, J. (2017). “Formation of triboelectric series via atomic-level surface functionalization for triboelectric energy harvesting,” ACS Nano 11(6), 6131-6138. DOI: 10.1021/acsnano.7b02156
Shokri, A., Golbabei, F., Seddigh-Zadeh, A. S. G. H. A. R., Baneshi, M. R., Asgarkashani, N., and Faghihi-Zarandi, A. L. I. (2015). “Evaluation of physical characteristics and particulate filtration efficiency of surgical masks used in Iran’s hospitals,” International Journal of Occupational Hygiene 7(1), 10-16.
Shui, T., Feng, S. H., Chen, G., Li, A., Yuan, Z. S., Shui, H. F., Kuboki, T., and Xu, C. B. (2017). “Synthesis of sodium carboxymethyl cellulose using bleached crude cellulose fractionated from cornstalk,” Biomass Bioenergy 105, 51-58. DOI: 10.1016/j.biombioe.2017.06.016
Silverman, L., Lee, G., Plotkin, T., Sawyers, L. A., and Yancey, A. R. (1951). “Air flow measurements on human subjects with and without respiratory resistance at several work rates,” Arch. Indust. Hyg. & Occupational Med. 3(5), 461-78.
Sim, K., and Youn, H. J. (2016). “Preparation of porous sheets with high mechanical strength by the addition of cellulose nanofibrils,” Cellulose 23(2), 1383-1392. DOI: 10.1007/s10570-016-0865-6
Singh, N., Azim, A., and Singh, R. (2020). “Should we or should we not reuse filtering face piece masks? A review,” Indian J. Crit. Care Med. 24(9), 857-862. DOI: 10.5005/jp-journals-10071-23565
Siró, I., and Plackett, D. (2010). “Microfibrillated cellulose and new nanocomposite materials: A review,” Cellulose 17, 459-494. DOI: 10.1007/s10570-010-9405-y
Sjöstedt, A., Wohlert, J., Larsson, P. T., and Wågberg, L. (2015). “Structural changes during swelling of highly charged cellulose fibres,” Cellulose 22(5), 2943-2953. DOI: 10.1007/s10570-015-0701-4
Skaria, S. D., and Smaldone, G. C. (2014). “Respiratory source control using surgical masks with nanofiber media,” Ann. Occup. Hyg. 58(6), 771-781.
Soo, J. C., Monaghan, K., Lee, T., Kashon, M., and Harper, M. (2016). “Air sampling filtration media: Collection efficiency for respirable size-selective sampling,” Aerosol Sci. Technol. 50(1), 76-87. DOI: 10.1080/02786826.2015.1128525
Sood, S., and Sharma, C. (2021). “Study on fiber furnishes and fiber morphological properties of commonly used Indian food packaging papers and paperboards,” Cellulose Chem. Technol. 55(1-2), 125-131. DOI: 10.35812/CelluloseChemTechnol.2021.55.13
Souzandeh, H., Scudiero, L., Wang, Y., and Zhong, W. H. (2017). “A disposable multi-functional air filter: Paper towel/protein nanofibers with gradient porous structures for capturing pollutants of broad species and sizes,” ACS Sustain. Chem. Eng. 5(7), 6207-6217. DOI: 10.1021/acssuschemeng.7b01160
Spoljaric, S., Salminen, A., Luong, N. D., and Seppala, J. (2014). “Stable, self-healing hydrogels from nanofibrillated cellulose, poly(vinyl alcohol) and borax via reversible crosslinking,” Eur. Polym. J. 56, 105-117. DOI: 10.1016/j.eurpolymj.2014.03.009
Stana-Kleinschek, K., Strnad, S., and Ribitsch, V. (2004). “Surface characterization and adsorption abilities of cellulose fibers,” Polymer Eng. Sci. 39(8), 1412-1424. DOI: 10.1002/pen.11532
Stanislas, T. T., Komadja, G. C., Ngasoh, O. F., Obianyo, I. I., Tendo, J. F., Onwualu, P. A., and Junior, H. S. (2021a). “Performance and durability of cellulose pulp-reinforced extruded earth-based composites,” Arabian Journal for Science and Engineering 46(11), 11153-11164. DOI: 10.1007/s13369-021-05698-1
Stanislas, T. T., Tendo, J. F., Teixeira, R. S., Ojo, E. B., Komadja, G. C., Kadivar, M., and Junior, H. S. (2021b). “Effect of cellulose pulp fibres on the physical, mechanical, and thermal performance of extruded earth-based materials,” Journal of Building Engineering 39, article no. 102259. DOI: 10.1016/j.jobe.2021.102259
Steffens, J., and Coury, J. R. (2007). “Collection efficiency of fiber filters operating on the removal of nano-sized aerosol particles – II. Heterogeneous fibers,” Separ. Purif. Technol. 58(1), 106-112. DOI: 10.1016/j.seppur.2007.07.012
Stone, J. E., and Scallan, A. M. (1966). “Influence of drying on the pore structures of the cell wall,” in Consolidation of the Paper Web, Trans. Symp. Cambridge, Sept. 1965, F. Bolam (ed.), Tech. Sec. British Paper and Board Makers’ Assoc. Inc, London, Vol. 1, 145-174.
Su, Z. P., Zhang, M. Y., Lu, Z. Q., Song, S. X., Zhao, Y. S., and Hao, Y. (2018). “Functionalization of cellulose fiber by in situ growth of zeolitic imidazolate framework-8 (ZIF-8) nanocrystals for preparing a cellulose-based air filter with gas adsorption ability,” Cellulose 25(3), 1997-2008. DOI: 10.1007/s10570-018-1696-4
Sun, X., Yang, S. B., Al-Dossary, A. A., Broitman, S., Ni, Y., Guan, M., Yang, M. D., and Li, J. H. (2022). “Nanobody-functionalized cellulose for capturing SARS-CoV-2,” Appl. Environ. Microbiol. 88(5), article 02303-21. DOI: 10.1128/aem.02303-21
Sun, Z. X., Tang, M., Song, Q., Yu, J. Y., Liang, Y., Hu, J., and Wang, J. (2018). “Filtration performance of air filter paper containing kapok fibers against oil aerosols,” Cellulose 25(11), 6719-6729. DOI: 10.1007/s10570-018-1989-7
Swennen, G. R., Pottel, L., and Haers, P. E. (2020). “Custom-made 3D-printed face masks in case of pandemic crisis situations with a lack of commercially available FFP2/3 masks,” International Journal of Oral and Maxillofacial Surgery 49(5), 673-677. DOI: 10.1016/j.ijom.2020.03.015
Szlek, D. B., Reynolds, A. M., and Hubbe, M. A. (2022). “Hydrophobic molecular treatments of cellulose-based or other polysaccharide barrier layers for sustainable food packaging: A Review,” BioResources 17(2), 3551-3673. DOI: 10.15376/biores.17.2.Szlek
Tang, F., Zhang, L. F., Zhang, Z. B., Cheng, Z. P., and Zhu, X. L. (2009). “Cellulose filter paper with antibacterial activity from surface-initiated ATRP,” Macromol. Sci. Part A – Pure Appl. Chem. 46(10), 989-996. DOI: 10.1080/10601320903158651
Tang, I. N., Tridico, A. C., and Fung, K. H. (1997). “Thermodynamic and optical properties of sea salt aerosols,” Journal of Geophysical Research: Atmospheres 102(D19), 23269-23275. DOI: 10.1029/97JD01806
Tang, J. W., Li, Y., Eames, I., Chan, P. K. S., and Ridgway, G. L. (2006). “Factors involved in the aerosol transmission of infection and control of ventilation in healthcare premises,” J. Hosp. Infect. 64(2), 100-114. DOI: 10.1016/j.jhin.2006.05.022
Tang, M., Hu, J., Liang, Y., and Pui, D. Y. H. (2017). “Pressure drop, penetration and quality factor of filter paper containing nanofibers,” Textile Res. J. 87(4), 498-508. DOI: 10.1177/0040517516631318
Tavakoli, A., Ataei-Pirkooh, A., Mm Sadeghi, G., Bokharaei-Salim, F., Sahrapour, P., Kiani, S. J., … and Monavari, S. H. (2018). “Polyethylene glycol-coated zinc oxide nanoparticle: An efficient nanoweapon to fight against herpes simplex virus type 1,” Nanomedicine 13(21), 2675-2690. DOI: 10.2217/nnm-2018-0089
Tavakolian, M., Jafari, S. M., and van de Ven, T. G. (2020). “A review on surface-functionalized cellulosic nanostructures as biocompatible antibacterial materials,” Nano-Micro Letters 12(1), 1-23. DOI: 10.1007/s40820-020-0408-4
Tcharkhtchi, A., Abbasnezhad, N., Seydani, M. Z., Zirak, N., Farzaneh, S., and Shirinbayan, M. (2021). “An overview of filtration efficiency through the masks: Mechanisms of the aerosols penetration,” Bioactive Mater. 6(1), 106-122. DOI: 10.1016/j.bioactmat.2020.08.002
Tejado, A., Alam Md., N., Antal, M., Yang, H., and van de Ven, T. G. M. (2012). “Energy requirements for the disintegration of cellulose fibers into cellulose nanofibers,” Cellulose 19(3), 831-842. DOI: 10.1007/s10570-012-9694-4
Thakur, R., Das, D., and Das, A. (2013). “Electret air filters,” Separ. Purif. Rev. 42(2), 87-129. DOI: 10.1080/15422119.2012.681094
Thomas, D., Mouret, G., Cadavid-Rodriguez, M. C., Chazelet, S., and Bemer, D. (2013). “An improved model for the penetration of charged and neutral aerosols in the 4 to 80 nm range through stainless steel and dielectric meshes,” Journal of Aerosol Science 57, 32-44. DOI: 10.1016/j.jaerosci.2012.10.007
Tiliket, G., Ladam, G., Nguyen, Q. T., and Lebrun, L. (2016). “Polyethylenimine surface layer for enhanced virus immobilization on cellulose,” Applied Surface Science 370, 193-200. DOI: 10.1016/j.apsusc.2016.02.165
Tiliket, G., Le Sage, D., Moules, V., Rosa-Calatrava, M., Lina, B., Valleton, J. M., Nguyen, Q. T., and Lebrun, L. (2011). “A new material for airborne virus filtration,” Chem. Eng. J. 173(2), 341-351. DOI: 10.1016/j.cej.2011.07.059
Toivonen, M. S., Kaskela, A., Rojas, O. J., Kauppinen, E. I., and Ikkala, O. (2015). “Ambient-dried cellulose nanofibril aerogel membranes with high tensile strength and their use for aerosol collection and templates for transparent, flexible devices,” Adv. Func. Mater. 25(42), 6618-6626. DOI: 10.1002/adfm.201502566
Tsai, C.-J., Lin, G., and Chen, S.-C. (2008). “A parallel plate wet denuder for acidic gas measurement,” AIChE J. 54, 2198-2205. DOI: 10.1002/aic.11534
Turbak, A. F., Snyder, F. W., and Sandberg, K. R. (1983). “Microfibrillated cellulose,” US Patent No. 4,374,702A.
Turnbull, D., Fisher, P. C., Mills, G. H., and Morgan-Hughes, N. J. (2005). “Performance of breathing filters under wet conditions: A laboratory evaluation,” Brit. J. Anaesth. 94(5), 675-682. DOI: 10.1093/bja/aei091
Tyagi, P., Mathew, R., Opperman, C., Jameel, H., Gonzalez, R., Lucia, L., Hubbe, M., and Pal, L. (2019). “High-strength antibacterial chitosan-cellulose nanocrystal composite tissue paper,” Langmuir 35, 104-112. DOI: 10.1021/acs.langmuir.8b02655
Ukkola, J., Lampimäki, M., Laitinen, O., Vainio, T., Kangasluoma, J., Siivola, E., Petaja, T., and Liimatainen, H. (2021). “High-performance and sustainable aerosol filters based on hierarchical and crosslinked nanofoams of cellulose nanofibers,” Journal of Cleaner Production 310, article no. 127498. DOI: 10.1016/j.jclepro.2021.127498
Vallejos, M. E., Peresin, M. S., and Rojas, O. J. (2012). “All-cellulose composite fibers obtained by electrospinning dispersions of cellulose acetate and cellulose nano-crystals,” J. Polym. Environ. 20(4), 1075-1083. DOI: 10.1007/s10924-012-0499-1
van de Ven, T. G. M. (1989). Colloidal Hydrodynamics, Academic Press, London.
Wallart, J. C. (1997). “The effect of speech on peak flow values at varied levels of work load,” International Society for Respiratory Protection, 8th International Conference, Amsterdam, The Netherlands.
Wang, C. S. (2001). “Electrostatic forces in fibrous filters – A review,” Powder Technol. 118, 166-170. DOI: 10.1016/S0032-5910(01)00307-2
Wang, C. S., and Otani, Y. (2013). “Removal of nanoparticles from gas streams by fibrous filters: A review,” Indust. Eng. Chem. Res. 52(1), 5-17. DOI: 10.1021/ie300574m
Wang, H. C., and Kasper, G. (1991). “Filtration efficiency of nanometer-size aerosol particles,” J. Aerosol Sci. 22(1), 31-41. DOI: 10.1016/0021-8502(91)90091-U
Wang, J., Kim, S. C., and Pui, D. Y. (2008). “Investigation of the figure of merit for filters with a single nanofiber layer on a substrate,” Journal of Aerosol Science 39(4), 323-334. DOI: 10.1016/j.jaerosci.2007.12.003
Wang, Y. X., Chen, X., Kuang, Y., Xiao, M., Su, Y. H., and Jiang, F. T. (2018). “Microstructure and filtration performance of konjac glucomannan-based aerogels strengthened by wheat straw,” Int. J. Low-Carbon Technol. 13(1), 67-75. DOI: 10.1093/ijlct/ctx021
Wang, Y. X., Xu, Y. K., Wang, D., Zhang, Y. J., Zhang, X., Liu, J. X., Zhao, Y., Huang, C., and Jin, X. Y. (2019). “Polytetrafluoroethylene/polyphenylene sulfide needle-punched triboelectric air filter for efficient particulate matter removal,” ACS Appl. Mater. Interf. 11(51), 48437-48449. DOI: 10.1021/acsami.9b18341
Ward, K., Voelker, M. H., and MacLaurin, D. J. (1965). “Cotton linters as papermaking fibers: Comparative studies on rag, linters, and cotton lint pulps,” TAPPI 48(11), 657-664.
Weschler, C. J. (2000). “Ozone in indoor environments: Concentration and chemistry,” Indoor Air 10(4), 269-288. DOI: 10.1034/j.1600-0668.2000.010004269.x
Weschler, C. J. (2003). “Indoor chemistry as a source of particles,” in: Indoor Environment: Airborne Particles and Settled Dust,” Wiley-VCH, Weinheim, 167-189. DOI: 10.1002/9783527610013.ch3b
Weschler, C. J., and Shields, H. C. (1997). “Potential reactions among indoor pollutants,” Atmospheric Environment 31(21), 3487-3495. DOI: 10.1016/S1352-2310(97)00219-7
Wibisono, Y., Fadila, C. R., Saiful, S., and Bilad, M. R. (2020). “Facile approaches of polymeric face masks reuse and reinforcements for micro-aerosol droplets and viruses filtration: A review,” Polymers 12(11), article no. 2516. DOI: 10.3390/polym12112516
Winski, T. A., Mueller, W. A., and Graveling, R. A. (2019). “If the mask fits: Facial dimensions and mask performance,” International Journal of Industrial Ergonomics 72, 308-310. DOI: 10.1016/j.ergon.2019.05.011
Woo, M. H., Lee, J. H., Rho, S. G., Ulmer, K., Welch, J. C., Wu, C. Y., Song, L., and Baney, R. H. (2011). “Evaluation of the performance of dialdehyde cellulose filters against airborne and waterborne bacteria and viruses,” Indust. Eng. Chem. Res. 50(20), 11636-11643. DOI: 10.1021/ie201502p
Wrist, P. (1962). “Dynamics of sheet formation on the Fourdrinier machine,” in: Formation and Structure of Paper, Trans. 2nd Fundamental Research Symposium in Oxford 1961, p. 839.
Wu, L. L., Manukyan, L., Mantas, A., and Mihranyan, A. (2019). “Nanocellulose-based nanoporous filter paper for virus removal filtration of human intravenous immunoglobulin,” ACS Appl. Nano Mater. 2(10), 6352-6359. DOI: 10.1021/acsanm.9b01351
Wulz, P., Waldner, C., Krainer, S., Kontturi, E., Hirn, U., and Spirk, S. (2021). “Surface hydrophobization of pulp fibers in paper sheets via gas phase reactions,” Int. J. Biol. Macromol. 180, 80-87. DOI: 10.1016/j.ijbiomac.2021.03.049
Xu, J., Liu, C., Hsu, P. C., Liu, K., Zhang, R., Liu, Y., and Cui, Y. (2016). “Roll-to-roll transfer of electrospun nanofiber film for high-efficiency transparent air filter,” Nano Letters 16(2), 1270-1275. DOI: 10.1021/acs.nanolett.5b04596
Yamasaki, S., Sakuma, W., Yasui, H., Daicho, K., Saito, T., Fujisawa, S., Isogai, A., and Kanamori, K. (2019). “Nanocellulose xerogels with high porosities and large specific surface areas,” Frontiers Chem. 7, article no. 316. DOI: 10.3389/fchem.2019.00316
Yang, H. Y., Deng, H. Z., Zhai, L. S., and Deng, B. (2020). “Potential natural fibrous filter against PM2.5 from Juncus effuses,” J. Nat. Fib. 19(3), 1048-1054. DOI: 10.1080/15440478.2020.1788481
Yang, Y. L., Yuan, W. F., Hou, J. R., and You, Z. J. (2022). “Review on physical and chemical factors affecting fines migration in porous media,” Water Res. 214, article no. 118172. DOI: 10.1016/j.watres.2022.118172
Ye, W., Leung, M. F., Xin, J., Kwong, T. L., Lee, D. K. L., and Li, P. (2005). “Novel core-shell particles with poly (n-butyl acrylate) cores and chitosan shells as an antibacterial coating for textiles,” Polymer 46(23), 10538-10543. DOI: 10.1016/j.polymer.2005.08.019
Yoon, Y., Kim, S., Ahn, K. H., Ko, K. B., and Kim, K. S. (2016). “Fabrication and characterization of micro-porous cellulose filters for indoor air quality control,” Environ. Technol. 37(6), 703-712. DOI: 10.1080/09593330.2015.1078416
Yu, Y. S., Tao, Y. B., Wang, F. L., Chen, X., and He, Y. L. (2020). “Filtration performance of the granular bed filter used for industrial flue gas purification: A review of simulation and experiment,” Separ. Purif. Technol. 251, article no. 117318. DOI: 10.1016/j.seppur.2020.117318
Zambrano, F., Starkey, H., Wang, Y. H., de Assis, C. A., Venditti, R., Pal, L., Jameel, H., Hubbe, M. A., Rojas, O. J., and Gonzalez, R. (2020). “Using micro- and nanofibrillated cellulose as a means to reduce weight of paper products: A review,” BioResources 51(2), 4553-4590. DOI: 10.15376/biores.15.2.Zambrano
Zangmeister, C. D., Radney, J. G., Vicenzi, E. P., and Weaver, J. L. (2020). “Filtration efficiencies of nanoscale aerosol by cloth mask materials used to slow the spread of SARS-CoV-2,” ACS Nano 14(7), 9188-9200. DOI: 10.1021/acsnano.0c05025
Zeng, Z. H., Ma, X. Y. D., Zhang, Y. F., Wang, Z., Ng, B. F., Wan, M. P., and Lu, X. H. (2019). “Robust lignin-based aerogel filters: High-efficiency capture of ultrafine airborne particulates and the mechanism,” ACS Sustain. Chem. Eng. 7(7), 6959-6968. DOI: 10.1021/acssuschemeng.8b06567
Zhang, C., Mo, J., Fu, Q., Liu, Y., Wang, S., and Nie, S. (2021). “Wood-cellulose-fiber-based functional materials for triboelectric nanogenerators,” Nano Energy 81, article no. 105637. DOI: 10.1016/j.nanoen.2020.105637
Zhang, H., Kannangara, D., Hilder, M., Ettl, R., and Shen, W. (2007). “The role of vapour deposition in the hydrophobization treatment of cellulose fibers using alkyl ketene dimers and alkenyl succinic acid anhydrides,” Colloid. Surf. A 297, 203-210. DOI: 10.1016/j.colsurfa.2006.10.059
Zhang, Q. J., Li, Q., Young, T. M., Harper, D. P., and Wang, S. Q. (2019). “A novel method for fabricating an electrospun poly(vinyl alcohol)/cellulose nanocrystals composite nanofibrous filter with low air resistance for high-efficiency filtration of particulate matter,” ACS Sustain. Chem. Eng. 7(9), 8706-8714. DOI: 10.1021/acssuschemeng.9b00605
Zhang, S. L., Tanioka, A., Okamoto, M., Haraoka, Y., Hayashi, N., and Matsumoto, H. (2020). “High-quality nanofibrous nonwoven air filters: Additive effect of water-jet nanofibrillated celluloses on their performance,” ACS Appl. Polym. Mater. 2(7), 2830-2838. DOI: 10.1021/acsapm.0c00374
Zhang, X., and Ahmadi, G. (2007). “Effects of capillary force and surface deformation on particle removal in turbulent flows,” Journal of Adhesion Science and Technology 21(16), 1589-1611. DOI: 10.1163/156856107782793212
Zhao, M., Liao, L., Xiao, W., Yu, X. Z., Wang, H. T., Wang, Q. Q., Lin, Y. L., Kilinc-Balci, F. S., Price, A., Chu, L., Chu, M. C., Chu, S., and Cui, Y. (2020). “Household materials selection for homemade cloth face coverings and their filtration efficiency enhancement with triboelectric charging,” Nano Lett. 20(7), 5544-5552. DOI: 10.1021/acs.nanolett.0c02211
Zhao, X., Li, Y., Hua, T., Jiang, P., Yin, X., Yu, J., and Ding, B. (2017). “Low-resistance dual-purpose air filter releasing negative ions and effectively capturing PM2.5,” ACS Applied Materials & Interfaces 9(13), 12054-12063. DOI: 10.1021/acsami.7b00351
Zhou, J., Hu, Z., Zabihi, F., Chen, Z., and Zhu, M. (2020a). “Progress and perspective of antiviral protective material,” Advanced Fiber Materials 2(3), 123-139. DOI: 10.1007/s42765-020-00047-7
Zhou, X. L., Fu, Y. Q., Chen, L. D., Wang, R. B., Wang, X., Miao, Y. C., Ji, X. X., Bian, H. Y., and Dai, H. Q. (2020b). “Diisocyanate modifiable commercial filter paper with tunable hydrophobicity, enhanced wet tensile strength and antibacterial activity,” Carbohyd. Polym. 248, article no. 116791. DOI: 10.1016/j.carbpol.2020.116791
Zhou, J., Wang, H., Du, C., Zhang, D., Lin, H., Chen, Y., and Xiong, J. (2022). “Cellulose for sustainable triboelectric nanogenerators,” Advanced Energy and Sustainability Research 3(5), article no. 2100161. DOI: 10.1002/aesr.202100161
Zhu, M. M., Han, J. Q., Wang, F., Shao, W., Xiong, R. H., Zhang, Q. L., Pan, H., Yang, Y., Samal, S. K., Zhang, F., and Huang, C. B. (2017). “Electrospun nanofibers membranes for effective air filtration,” Macromol. Mater. Eng. 302(1), article no. 1600353. DOI: 10.1002/mame.201600353
Zikova, N., Ondracek, J., and Zdimal, V. (2015). “Size-resolved penetration through high-efficiency filter media typically used for aerosol sampling,” Aerosol Sci. Technol. 49(4), 239-249. DOI: 10.1080/02786826.2015.1020997