David Dhanraj’s research while affiliated with Washington University in St. Louis and other places

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Publications (6)


Figure 1 Overview of essential surgical N95 attributes.
Figure 4 (A) Quality factor, (B) filtration efficiency (primary y-axis, red) and pressure drop (secondary y-axis, blue) observed for materials tested with an air flow face velocity of 7.6±0.1 cm/s and 300 nm challenge NaCl particles. Error bars for filtration efficiency and pressure drop are 95% CIs for mean values (represented as horizontal lines). The 95% filtration efficiency is marked as a dashed red line.
Figure 5 Fabric characterisation: wettability and splatter testing. (A) Wetting: optical images of the two tested fabrics (Halyard and Filti), along with images of milk droplets with advancing contact angles of 120° and 127°, respectively. Visible holes pin the liquid (receding contact angles: 0°) and are a possible weak point for liquid penetration. (B) Repellency: splatter testing, that is, resistance to highvelocity liquid jet penetration (test liquid: whole milk at 4.5, 5.5 and 6.35 m/s), for single (left half-circle) and double (right half-circle) layers of Halyard and Filti fabrics. Red indicates repellency failure, that is, penetration of liquid through the fabric layer(s). Green indicates a passed test, if the majority of sampled fabrics did not show milk breakthrough. (C) Multilayer: optical image of the front (top) and interlayer (bottom) surfaces after liquid jet impingement. Milk (dyed with red food colour) penetrated the first layer and deposited on the underlying layer, but did not break through the second layer.
Protection levels of N95-level respirator substitutes proposed during the COVID-19 pandemic: safety concerns and quantitative evaluation procedures
  • Article
  • Full-text available

September 2021

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241 Reads

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7 Citations

BMJ Open

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Benjamin M Kumfer

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Objective: The COVID-19 pandemic has precipitated widespread shortages of filtering facepiece respirators (FFRs) and the creation and sharing of proposed substitutes (novel designs, repurposed materials) with limited testing against regulatory standards. We aimed to categorically test the efficacy and fit of potential N95 respirator substitutes using protocols that can be replicated in university laboratories. Setting: Academic medical centre with occupational health-supervised fit testing along with laboratory studies. Participants: Seven adult volunteers who passed quantitative fit testing for small-sized (n=2) and regular-sized (n=5) commercial N95 respirators. Methods: Five open-source potential N95 respirator substitutes were evaluated and compared with commercial National Institute for Occupational Safety and Health (NIOSH)-approved N95 respirators as controls. Fit testing using the 7-minute standardised Occupational Safety and Health Administration fit test was performed. In addition, protocols that can be performed in university laboratories for materials testing (filtration efficiency, air resistance and fluid resistance) were developed to evaluate alternate filtration materials. Results: Among five open-source, improvised substitutes evaluated in this study, only one (which included a commercial elastomeric mask and commercial HEPA filter) passed a standard quantitative fit test. The four alternative materials evaluated for filtration efficiency (67%-89%) failed to meet the 95% threshold at a face velocity (7.6 cm/s) equivalent to that of a NIOSH particle filtration test for the control N95 FFR. In addition, for all but one material, the small surface area of two 3D-printed substitutes resulted in air resistance that was above the maximum in the NIOSH standard. Conclusions: Testing protocols such as those described here are essential to evaluate proposed improvised respiratory protection substitutes, and our testing platform could be replicated by teams with similar cross-disciplinary research capacity. Healthcare professionals should be cautious of claims associated with improvised respirators when suggested as FFR substitutes.

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Size-Dependent Filtration Efficiency of Alternative Facemask Filter Materials

April 2021

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211 Reads

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12 Citations

The use of facemasks is proven to mitigate the spread of the coronavirus and other biological agents that cause disease. Various forms of facemasks, made using different materials, are being used extensively, and it is important to determine their performance characteristics. The size-dependent filtration efficiency and breathing resistance of household sterilization wrap fabrics, and isolation media (American Society for Testing and Materials (ASTM)- and non-ASTM-rated), were measured in filter-holder- and mannequin-in-chamber-based systems, focusing on particles sizes between 20 nm and 2 μm. Double-layer MERV-14 (Minimum Efficiency Reporting Values with rating 14) showed the highest filtration efficiency (94.9–73.3%) amongst household filter media, whereas ASTM-rated isolation masks showed the highest filtration efficiencies (95.6–88.7) amongst all the masks considered. Filtration efficiency of 3D-printed masks with replaceable filter media was found to depend on the degree of sealing around the media holder, which depended on the material’s compressibility. Filtration efficiencies of triple-layer combinations (95.8–85.3%) follow a profile similar to single layers but with improved filtration efficiencies.


Fig. 1. Flow diagram for (a) generation and conditioning of aerosol for (b) filter holder and (c) mannequin tests. Photographs in (c) are Glidden mask (left) and commercial N95 FFR (right) mounted to 3D-printed mannequin heads for testing.
Fig. 2. Filtration efficiency (circle marker) and pressure drop (+ marker) measurements for 47 mm punches in a filter holder are shown as a function of face velocity. Mean mannequin measurements (85 LPM flowrate) for the commercial N95 FFR and the sewn masks (with silicone sealing any stitching or seams) are shown as solid horizontal lines (dashed horizontal lines indicate error intervals).
Fig. 3. Comparison of mean (a) filtration efficiency and (b) pressure drop mannequin measurements (85 L min -1 ) with predictions from the filter holder measurements at the average face velocity calculated from the surface area of the mask.
Fig. 4. Effective filter holder face velocities for which filter holder measurements have equal performance to mannequin measurements (filtration and pressure drop) as compared to the average face velocity calculated from the surface area of the full mask (at 85 L min -1 ).
Challenges in Predicting the Filtration Performance of a Novel Sewn Mask: Scale-up from Filter Holder to Mannequin Measurements

January 2021

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83 Reads

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3 Citations

Aerosol and Air Quality Research

Novel designs and materials for filtering face-piece respirators (FFRs) have been disseminated in response to shortages during the COVID-19 pandemic. Since filtration efficiency depends on particle diameter and air face velocity, the relevance of material filtration or prototype fit data depends on test conditions. We investigate whether characterizing a material in a filter holder at a range of face velocities enabled precise prediction of the filtration performance of a novel sewn mask design. While larger particles (> 500 nm) are more relevant for inhalation exposure to respiratory emissions, we compare this mask and a N95 FFR (as a control) with smaller particles more similar to those in the N95 test method. Sewn from sterilization wrap, our mask (sealed to a mannequin head with silicone) filters 85 ± 1% of 136 nm particles (NaCl, 85 L min–1) and passes quantitative fit tests for 4 of 6 volunteers, representing intermediate protection between a surgical mask and N95 FFR. Filter holder material measurements overpredict the sewn mask’s filtration efficiency by 8.2% (95% CI 7.4–9.1%) (136 or 200 nm). While testing flat material in a filter holder enables comparison between materials, filtration performance does not precisely scale-up from filter holder to mannequin tests. Testing full prototypes at relevant conditions is crucial if an improvised design is intended as a substitute for a commercial surgical mask or FFR.


Influence of Particles on Amine Losses During CO2 Capture: A Process Simulation Coupled Aerosol Dynamics Model

December 2020

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29 Reads

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9 Citations

International Journal of Greenhouse Gas Control

Aerosol-driven solvent losses have been identified as one of the major challenges of amine-based post-combustion CO2 capture. In this work, a multi-component aerosol dynamics model based on the discrete-sectional approach, accounting for condensation and coagulation was coupled with a process simulation model developed using ASPEN PLUS v10® to account for the multi-component mass and heat transfer, hydrodynamics, thermodynamics, and electrolytic-solution chemistry. Particle losses inside the absorber were incorporated into the model based on a cut-off size determined from experiments reported in the literature. Based on the results, it was shown that neglecting particle losses inside the absorber resulted in a significant over-prediction of amine-based solvent losses, while coagulation of particles resulted in reduced (∼10%) amine emissions. Furthermore, amine emissions increased when the number concentration and the geometric standard deviation of inlet particles in the flue gas were increased. Moreover, it was shown that amine emissions were lower at lower solvent concentrations and temperatures. CO2 capture efficiency dropped for decreasing solvent concentration, but remained unchanged for lower temperatures, suggesting that decreasing the solvent temperature is an efficient strategy to reduce amine emissions.


Experimental plan
Size Dependent Particle Removal Efficiency and Pressure Drop of a Dust Cleaning Material For Use as Facemask Filters for Protection during COVID-19

July 2020

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81 Reads

The COVID-19 pandemic has caused a severe demand for facemasks, and this has resulted in the use of those made from alternate media. As SARS-CoV-2 spreads primarily due to airborne droplets, it is critical to verify the filtration efficiency of these alternate media based facemasks. While several media are being tested and used, commercially available dust cleaners have shown reasonable filtration efficiency. This may also be due to the potential electrostatic charge on the surface which enhances capture of the fine particles. In this manuscript, we report the size dependent filtration efficiency studied systematically in a filter holder-based system as 47 mm punches; and test results on a mannequin that was 3D printed wearing a bandana mask that was placed in a chamber.


Comparison of discrete, discrete-sectional, modal and moment models for aerosol dynamics simulations

January 2020

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122 Reads

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30 Citations

An open source software (Aerosol and Air Quality Research Lab-Aerosol Dynamics Model, AAQRL-ADM) used for aerosol dynamics simulations is developed by including four models: discrete, discrete-sectional, method of moments and modal. First, the mathematical description of these models as well as the effects of aerosol dynamics available in the software are reviewed, and a modal model is developed to use multiple modes to represent particle size spectrum. Second, the design of a working principle and user graphical interface (GUI) of AAQRL-ADM is described. Third, the models in AAQRL-ADM are validated by investigating the evolution of particle size distribution (PSD) in considering the effects of coagulation, condensation and nucleation. Next, the trade-off between simulation accuracy and numerical efficiency is discussed for all of the four models, and a guide to choosing the appropriate aerosol dynamic model in practical simulation is presented. Finally, discrete-sectional, moment and modal models are used to investigate the particle size distribution in a furnace aerosol reactor along a streamline, coupled with the velocity and temperature profiles. AAQRL-ADM is provided free of charge for the use of public researchers. Copyright © 2020 American Association for Aerosol Research

Citations (4)


... People have learned the importance of using FMs to protect others from exhaled droplets loaded with pathogens. Moreover, during an emergency [2] of such proportions, we were faced with a severe shortage of supplies of devices and materials with antibacterial and antiviral properties. Surgical FMs are the more diffused and cheaper type of mask on the market. ...

Reference:

Cu-ZnO Embedded in a Polydopamine Shell for the Generation of Antibacterial Surgical Face Masks
Protection levels of N95-level respirator substitutes proposed during the COVID-19 pandemic: safety concerns and quantitative evaluation procedures

BMJ Open

... This could be attributed to the absence of electrostatic mechanisms in PVA, PBAT, and PLA filter inserts because the particles in the range of <300 nm can penetrate through the meshes of the electrospun non-woven, whereas the commercial grade N95 respirators have electrostatic charges along with the combination of interception, diffusion and impaction resulting in filtration efficiencies of >95%. 5,40 The lower filtration efficiency can also be because of the loose fit of the clothbased facemask that allows more penetration from the sides of the facemask. 8 Breathability is another significant challenge that needs to address to manufacture facemasks for universal use and to balance comfort and protection. ...

Size-Dependent Filtration Efficiency of Alternative Facemask Filter Materials

... Amine emissions can be categorized into two types: vapor-based and aerosol-based [73]. The presence of suspended solid particulates, such as mill scale, FeS corrosion products, rust, and carbon particulates in the feed gas or amine, can lead to froth stabilization in absorber towers due to the presence of solid particles [74]. Therefore, it is important to take steps to mitigate the presence of these suspended solids to ensure the smooth and optimal functioning of the absorber towers. ...

Influence of Particles on Amine Losses During CO2 Capture: A Process Simulation Coupled Aerosol Dynamics Model
  • Citing Article
  • December 2020

International Journal of Greenhouse Gas Control

... This leads to a better representation of aerosol-cloud interactions (Adams and Seinfeld,35 2002), the variability in net radiative effects (Herzog et al., 2004), and the effects of alterations to emissions on a global scale (Wei et al., 2022). More sophisticated aerosol schemes either calculate additional modes of the ASD (Zhang et al., 2020) or explicitly resolve it by using a binned approach (e.g., Adams and Seinfeld, 2002). These models offer the most physically consistent representation of the ASD, but often are too computationally expensive for operational forecast and long term climate predictions. ...

Comparison of discrete, discrete-sectional, modal and moment models for aerosol dynamics simulations
  • Citing Article
  • January 2020