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Issue title: Recent Advances in Soft Computing: Theories and Applications
Article type: Research Article
Authors: Nurwaha, Deogratias | Wang, Xinhou;
Affiliations: College of Textiles, Donghua University, Shanghai, P.R. China | Key Laboratory of Science & Technology of Eco-Textile, Ministry of Education, Shanghai, P.R. China
Note: [] Corresponding author. Xinhou Wang, Key Laboratory of Science & Technology of Eco-Textile, Ministry of Education, P.R. China. Tel.: +86 21 67792690; Fax: +86 21 67792707; E-mail: [email protected]
Abstract: This study describes the application of intelligent control systems in electrospinning engineering as well as to use these approaches for optimizing processing conditions. A multi-objective optimization method based on gene algorithm (GA) has been proposed for the design and control of electrospinning process. The processing parameters including Polyvinyl alcohol (PVA) solution concentration, applied voltage, spinning distance and volume flow rate were used as design variables and were mathematically related with the electrospun fiber properties (fiber diameter and its distribution) using gene expression programming (GEP) technique. Nonlinear mathematical functions were derived based on the processing parameters. Afterward, using a multi-objective optimization technique based on gene algorithm, optimal conditions were found in such a way that, mean electrospun fiber diameter and its distribution to be minimized.
Keywords: Electrospun fiber diameter, processing parameters, multi-objective optimization, GA
DOI: 10.3233/IFS-2012-0578
Journal: Journal of Intelligent & Fuzzy Systems, vol. 24, no. 3, pp. 593-600, 2013
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