A study on blending polyethylene terephthalate with titanium dioxide particles in melt spinning process parameter optimization

被引:12
|
作者
Kuo, Chung-Feng Jeffrey [1 ]
Tzeng, Ren Er [1 ]
Lan, Wei Lun [1 ]
Peng, Kai-Ching [2 ]
机构
[1] Natl Taiwan Univ Sci & Technol, Dept Mat Sci & Engn, Taipei 106, Taiwan
[2] Natl Taiwan Univ Sci & Technol, Grad Inst Automat & Control, Taipei 106, Taiwan
关键词
melt spinning; Taguchi method; Data Envelopment Analysis; Principal Component Analysis; Back-propagation Neural Network; PRINCIPAL COMPONENT ANALYSIS; MULTIRESPONSE PROBLEM; TAGUCHI; CRYSTALLIZATION;
D O I
10.1177/0040517512467131
中图分类号
TB3 [工程材料学]; TS1 [纺织工业、染整工业];
学科分类号
0805 ; 080502 ; 0821 ;
摘要
This study blended polyethylene terephthalate and titanium dioxide nano-particles to produce titanium dioxide-containing (TiO2) functional fiber, and discussed its ultimate tensile strength, elongation and modulus of resilience using the Taguchi orthogonal arrays for experiment planning. The main effect analysis and analysis of variance theory were applied to obtain the single attribute optimum parameter, and Data Envelope Analysis and Principle Component Analysis were conducted to determine the combination of the optimum process parameter levels. Finally, the confidence interval was calculated by confirmation test, and a Back-propagation Neural Network was applied to construct the prediction system for melting spinning process parameters. After the learning and training of the network, the prediction error rate of the prediction system was below 5%.
引用
收藏
页码:813 / 826
页数:14
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