2021
DOI: 10.3390/polym13111864
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Ultrafine PVDF Nanofibers for Filtration of Air-Borne Particulate Matters: A Comprehensive Review

Abstract: The ongoing global pandemic has bestowed high priority uponthe separation of air-borne particulate matters (PMs), aerosols, etc. using nonwoven fibrous materials, especially for face masks as a means of personal protection. Although spunbond or meltblown nonwoven materials are amongst the forerunners for polymer microfiber-based face mask or air filter development in mass scale, relatively new process of nonwoven manufacturing such as electrospinning is gaining a lot of momentum amongst the filter membrane man… Show more

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Cited by 34 publications
(21 citation statements)
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References 126 publications
(164 reference statements)
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“…Electrospun NY-based textiles can serve as the filter layer to construct self-powered face masks that can potentially solve some fatal issues of single-use face masks [ 229 , 230 ]. Some polymers with tribo/piezoelectric characteristics, such as PVDF, PVDF-TrFE, and PVDF-HFP, can be fabricated into electrospinning-based NYs and further constructed into textile-shaped filter layers for face mask application [ 231 , 232 ]. The tribo/piezoelectric nanotextile filter layer can generate electrical charges during the breathing process, which can produce strong electrostatic attraction to effectively block the virus-containing aerosols [ 233 , 234 ].…”
Section: Wearable Textile Devices and Bioelectronicsmentioning
confidence: 99%
“…Electrospun NY-based textiles can serve as the filter layer to construct self-powered face masks that can potentially solve some fatal issues of single-use face masks [ 229 , 230 ]. Some polymers with tribo/piezoelectric characteristics, such as PVDF, PVDF-TrFE, and PVDF-HFP, can be fabricated into electrospinning-based NYs and further constructed into textile-shaped filter layers for face mask application [ 231 , 232 ]. The tribo/piezoelectric nanotextile filter layer can generate electrical charges during the breathing process, which can produce strong electrostatic attraction to effectively block the virus-containing aerosols [ 233 , 234 ].…”
Section: Wearable Textile Devices and Bioelectronicsmentioning
confidence: 99%
“…Ridge regression addresses some of the problems of ordinary least squares by imposing a penalty on the size of the coefficients, preventing overfitting. 64 The implemented algorithm minimized the loss function E RR shown in equation (2), where y i is the response variable for the i th sample and b y i the predicted value. The weight w j is squared, multiplied by an L2 penalty term (λ) and added to the residual sum of squares.…”
Section: Machine Learning Regressorsmentioning
confidence: 99%
“…1 One of its outstanding applications is the development of poly(vinylidene fluoride) (PVDF) electrospun filters for high-efficiency face masks regarding the covid-19 outbreak. 2…”
Section: Introductionmentioning
confidence: 99%
“…Several groups studied electrospun nanofibers with various morphologies by using polymer materials, such as polyacrylonitrile [ 32 ], polystyrene [ 33 ], poly (ε-caprolactone) [ 34 ], cellulose acetate (CA) [ 35 ], silk fibroin (SF) [ 36 ], poly(lactic acid) (PLA) [ 37 ], poly(vinyl alcohol) (PVA) [ 38 , 39 ], polyvinylidene fluoride (PVDF) [ 40 ], poly(ethylene terephthalate) (PET) [ 21 ] and poly(methyl methacrylate) [ 41 ], for use in air filtration applications.…”
Section: Introductionmentioning
confidence: 99%