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GA-BP神经网络在伺服系统辨识中的应用 被引量:2

Identification of Servo System Based on GA-BP ANN
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摘要 针对BP算法在系统辨识应用中的不足,提出了一种基于遗传算法(GA)的BP神经网络建模方法。该算法充分利用了遗传算法和BP算法各自的优点。采用该算法完成了具有复杂非线性的某伺服系统的建模工作。实验结果表明了该算法的有效性。 For the shortage of BP neural network algorithm in identification of Servo System,this paper introduces a method for identification based on GA-BP.The algorithm has full advantages of genetic algorithm and BP algorithm.The method is used to settle the modeling problem of the Servo System with complex non-linear characteristics.The experimental results show that this method is effective.
作者 李昕奇 金勇
出处 《机械制造与自动化》 2012年第1期90-92,共3页 Machine Building & Automation
关键词 遗传算法 BP 伺服系统 辨识 GA BP servo system identification
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参考文献2

  • 1Leung Frank H F. Tuning of the structure and parameters of a neural network using an improved genetic algorithm [ J ].IEEE Trans on Neural Networks,2003,14( 1 ) :79-81.
  • 2李秀英,韩志刚.非线性系统辨识方法的新进展[J].自动化技术与应用,2004,23(10):5-7. 被引量:33

二级参考文献26

  • 1朱全民.非线性系统辨识[J].控制理论与应用,1994,11(6):641-652. 被引量:18
  • 2李人厚,张平安.关于模糊辨识的理论与应用实际问题[J].控制理论与应用,1995,12(2):129-137. 被引量:19
  • 3ALCKSANDROVSKII, N. M. and DEICH, A. M.. Determination of Dynamic Characteristic of Nonlinear Objects [ J ]. Automat. Remote Control,1968, (29): 142 - 160
  • 4TITTERINGTON, D. M. and KITSOS, C.P.. Recent Advances in Nonlinear Experimental Design[J]. Technometrics, 1989, (31) :49 - 60
  • 5BILLINGS, S.A. Identification of Nonlinear System - A Survey. Proc[J]. IEE. 1980,127 (6):272-285
  • 6HUNG, G. and STARK, L. The Kernel Identification Method- Review of Theory, Calculation, Application and Interpretation [ J ]. Math Biosci.,1977, (37): 135 - 170
  • 7ANORLD, C. R . and NARENDRA, K. S.. The Characterization and Identification of Systems[ R]. Technical Report 471, Harvard University. 1965
  • 8BILLINGS, S. A., and etc. Properties of Neural Networks with Applications to Modeling Nonlinear Dynamical Systems[J]. Int. J. Control. 1992,55(1): 193 - 224
  • 9ZHANG Q. Wavelet networks[J]. IEEE Trans. Neural Networks,1992,3(6) :889 - 898
  • 10BAHAVIK R B and STEPHANOPOULOS G. Wave- net:a multiresolusion, hieraehical neural network with localized learning[J]. AIChE Jounal,1993,39(1) :57 - 81

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