Warpage Optimization in Injection Molding Using MPSO−HNN and MPSO Algorithm
作者： Xuejuan Li , Jie Ouyang , Binxin Yang , Tao Jiang
DOI: 10.1080/03602559.2010.496419
关键词:
摘要: In this paper, a Hybrid Neural Network trained by Modified Particle Swarm Optimization (MPSO-HNN) is first proposed for predicting warpage. Then the minimum warpage problem solved MPSO-HNN coupled with MPSO algorithm based on process parameters in injection molding. A model Taguchi experiment designed to find parameters' optimum levels Signal-to-Noise (SN) ratio. All results show that needs less calculating amounts and spends time has better generalization ability than those related literature. Meanwhile, method of combining suitable optimization compared method.
sci-hub.se 参考文章(38)
David E. Rumelhart, Geoffrey E. Hinton, Ronald J. Williams, Learning representations by back-propagating errors Nature. ,vol. 323, pp. 696- 699 ,(1988) , 10.1038/323533A0
Yuhui Shi, Russell C. Eberhart, Parameter Selection in Particle Swarm Optimization Evolutionary Programming. pp. 591- 600 ,(1998) , 10.1007/BFB0040810
V. Kreinovich, O. Sirisaengtaksin, S. Cabrera, Wavelet neural networks are asymptotically optimal approximators for functions of one variable world congress on computational intelligence. ,vol. 1, pp. 299- 304 ,(1994) , 10.1109/ICNN.1994.374179
Y. Shi, R.C. Eberhart, Empirical study of particle swarm optimization congress on evolutionary computation. ,vol. 3, pp. 101- 106 ,(1999) , 10.1109/CEC.1999.785511
R.C. Eberhart, Y. Shi, Comparing inertia weights and constriction factors in particle swarm optimization congress on evolutionary computation. ,vol. 1, pp. 84- 88 ,(2000) , 10.1109/CEC.2000.870279
Russell C. Eberhart, Yuhui Shi, Comparison between Genetic Algorithms and Particle Swarm Optimization Evolutionary Programming. ,vol. 7, pp. 611- 616 ,(1998) , 10.1007/BFB0040812
Zheng Qin, Fan Yu, Zhewen Shi, Yu Wang, Adaptive Inertia Weight Particle Swarm Optimization Artificial Intelligence and Soft Computing – ICAISC 2006. pp. 450- 459 ,(2006) , 10.1007/11785231_48
Ming-Tsan Chuang, Yung-Kuang Yang, Yun-Hsiang Hsiao, Modeling and Optimization of Injection Molding Process Parameters for Thin-Shell Plastic Parts Polymer-plastics Technology and Engineering. ,vol. 48, pp. 745- 753 ,(2009) , 10.1080/03602550902824630
Hasan Kurtaran, Tuncay Erzurumlu, Efficient warpage optimization of thin shell plastic parts using response surface methodology and genetic algorithm The International Journal of Advanced Manufacturing Technology. ,vol. 27, pp. 468- 472 ,(2006) , 10.1007/S00170-004-2321-2
Zhigang Lian, Xingsheng Gu, Bin Jiao, A similar particle swarm optimization algorithm for permutation flowshop scheduling to minimize makespan Applied Mathematics and Computation. ,vol. 175, pp. 773- 785 ,(2006) , 10.1016/J.AMC.2005.07.042