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Gaussian Process Modeling of Process Optimization and Parameter Correlation for Injection Molding 被引量：1

Gaussian Process Modeling of Process Optimization and Parameter Correlation for Injection Molding
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作者 Xiaoping Liao Wei Xia Fengying Long
机构地区 School of Mechanical Engineering
出处 《材料科学与工程（中英文版）》 2010年第10期90-97,共8页 Journal of Materials Science and Engineering
基金 The authors would like to thank the research group that took part in the study for their generous cooperation. Project 50965003 supported by National Natural Science Foundation of China.
关键词 高斯过程 过程优化 注射成型 过程建模 拉丁超立方体抽样 工艺参数优化 回归模型 最佳工艺条件 Process optimization, parameter correlation, injection molding, Gaussian process （GP）.
分类号 TP391.9 [自动化与计算机技术—计算机应用技术] O211.6 [理学—概率论与数理统计]
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参考文献8

  • 1L.S. Turng, M. Peic, D.K. Bradley, Process simulation and optimization for injection molding-experimental verifications and field application, Journal of Injection Molding Technology 6 (2002) 143-151.
  • 2B.H.M. Sadeghi, A BP-neural network predictor model for plastic injection molding process, J. Mater. Process. Tech., (2000) 411-419.
  • 3C. Castro, M. Cabrera-Rios, B. Lilly, J. Castro, C. Mount-Campbell, Simultaneous optimization of mold design and processing conditions in injection molding, J. Polym. Eng. 25 (2005) 459-468.
  • 4E.G. Li, L. Jia, J.S. Yu, A genetic neural fuzzy systeme based qualit ypre diction model for injection process, Computers and Chemical Engineering 26 (2002) 1253-1263.
  • 5X.P. Liao, H.M. Xie, Y.J. Zhou, W. Xia, Adaptive adjustment of plastic injection processes based on neural network, Journal of Materials Processing Technology 12 (2007) 676-679.
  • 6C.K.I. Williams, C.E. Rasmussen, Gaussian processes for regression, advances in neural information processing systems, Massachusetts: MIT Press, 1996.
  • 7K. Azman, J. Kocijan, Application of Gaussian processes for black-box modelling of biosystems, ISA Transactions 46 (2007) 443-457.
  • 8G. Gregorcic, G. Lightbody, Local model network identification with Gaussian processes, IEEE Transactions on Neural Networks 18 (2007)1404-1423.

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材料科学与工程（中英文版）
2010年 第10期

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