2020
DOI: 10.1016/j.elstat.2020.103425
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Modeling the relationship between electrospinning process parameters and ferrofluid/polyvinyl alcohol magnetic nanofiber diameter by artificial neural networks

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Cited by 35 publications
(24 citation statements)
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“…It can be seen that the increase in the distance slightly increases the fiber diameter. In general, the fiber diameter increases with distance up to a threshold value, and then it decreases, 14,29 yet the other process variables strongly influenced the effect. An increase in the applied voltage tends to increase the fiber diameter (Figure 4(d)) due to more vital driving forces that provide jet formation and elongation, reducing the fiber diameter.…”
Section: Resultsmentioning
confidence: 95%
“…It can be seen that the increase in the distance slightly increases the fiber diameter. In general, the fiber diameter increases with distance up to a threshold value, and then it decreases, 14,29 yet the other process variables strongly influenced the effect. An increase in the applied voltage tends to increase the fiber diameter (Figure 4(d)) due to more vital driving forces that provide jet formation and elongation, reducing the fiber diameter.…”
Section: Resultsmentioning
confidence: 95%
“…This was due to the fact that the voltage and acceptance distance of A1 during the preparation process were larger than other groups. According to Maurya’s research results, the increase in voltage or the distance needle to collector within a certain range can refine the fiber diameter [ 38 ]. The spinning condition of group A2 was similar to that of group A3, and the average fiber diameter was 334 ± 69 nm.…”
Section: Resultsmentioning
confidence: 99%
“…Randomly generated initial weights were between −0.5 and +0.5, and the final model weights transformed as −9.08 to +7.68. The magnitude and nature of these weights distribution will be capable of mapping the complex relationship between the process parameters and fiber diameter 27,28 …”
Section: Methodsmentioning
confidence: 99%
“…The magnitude and nature of these weights distribution will be capable of mapping the complex relationship between the process parameters and fiber diameter. 27,28 F I G U R E 1 The scatter matrix of each input variable data from the polysaccharide-based biopolymer (Hylon VII starch) nanofiber [Color figure can be viewed at wileyonlinelibrary.com]…”
Section: Transformation Of Coefficients Of the Ann Modelmentioning
confidence: 99%
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