2018
DOI: 10.12988/ams.2018.8582
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Study on porosity of electrospun nanofiber membrane by neural network

Abstract: In this paper, using artificial neural network (ANN) method to find the effects of electrospinning parameters including spinning distance (cm), applied voltage (kV), and volume flow rate (mL/ h) on the porosity of electrospun nanofiber membrane is mainly studied. The porosity of the nanofiber membrane was obtained through the Matlab software to calculate the pixel value. The study found that the applied voltage (kV) and the spinning distance (cm) on the nanofiber membrane porosity have greater impact. The corr… Show more

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Cited by 9 publications
(8 citation statements)
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“…The porosity and surface area of fibrous mats dictate their breathability abilities for prospective uses in face masks. In electrospinning, porosity can be increased by raising the applied voltage [70]. Our data corroborate that premise; the incorporation of EOs within the PCL blends resulted in an almost 16.2-21.5% increase in porosity compared to PCL.…”
Section: Electrospun Mats Morphologysupporting
confidence: 87%
“…The porosity and surface area of fibrous mats dictate their breathability abilities for prospective uses in face masks. In electrospinning, porosity can be increased by raising the applied voltage [70]. Our data corroborate that premise; the incorporation of EOs within the PCL blends resulted in an almost 16.2-21.5% increase in porosity compared to PCL.…”
Section: Electrospun Mats Morphologysupporting
confidence: 87%
“…To measure the porosity of the nanofibers, the images were analyzed using the ImageJ software. [ 19,20 ] Eight‐bit sample images (400 × 400 pixels) were converted into binary images. The threshold value was identified, distinguishing between black and white pixels.…”
Section: Methodsmentioning
confidence: 99%
“…To measure the porosity of the nanofibers, the images were analyzed using the ImageJ software. [19,20] Eight-bit…”
Section: Confocal Laser Scanning Microscopy and Porosity Calculationmentioning
confidence: 99%
“…Then, a histogram equalization (0.4% saturation) was performed and a threshold of 110 was set. Thus, porosity was calculated by using the following Formula (1) [ 22 ]: …”
Section: Methodsmentioning
confidence: 99%