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非线性系统的改进BP神经网络状态观测器设计

A State Observer Design of Improved BP Neural Network in Nonlinear System
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摘要 针对活性污泥污水处理非线性系统中,由于某些状态变量不能在线检测时状态观测器的设计问题,本文采用了一种基于改进激励函数的变步长BP神经网络状态观测器设计方法,设计了改进BP神经网络状态观测器,并进行了容错性实验以验证该观测器的实用性和可靠性。 While nonlinear state observer is designed, bat there still exists the problem that some state variable can not be detected bylinear checking in treating activated sludge and sewage process. A state observer design method of varied step BP neural network based on improved activation function is applied. An improved BP neural network state observer is designed, and fault tolerance experiment is done to verify its practicability and reliability.
作者 吕佳
出处 《重庆师范大学学报(自然科学版)》 CAS 2005年第4期21-23,共3页 Journal of Chongqing Normal University:Natural Science
基金 重庆市教委科学技术研究项目(No.KJ050802) 重庆师范大学科研资助项目(No.05xly003)
关键词 非线性系统 改进BP神经网络 状态观测器 容错 nonlinear system improved BP neural network state observer fault tolerant
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参考文献5

  • 1吕佳.大变异遗传算法在非线性系统参数估计中的应用[J].重庆师范大学学报(自然科学版),2004,21(4):13-16. 被引量:8
  • 2MARASILI-LIBELLI S. On-line Estimation of Bioactivities in Activated Sludge Process [ A ]. IFAC, Modelling and Control of Biotechnical Process [ C ]. Fineland: Helsink,1982. 121-126.
  • 3吕佳.基于递推合成BP网络的多变量时间序列预测模型[J].重庆师范大学学报(自然科学版),2004,21(1):30-32. 被引量:4
  • 4CHAN C W, CHEUNG K C, WANG Y. Neural Network Based Observers for Nonlinear Systems with Unknown Nonlinearities[C]. IFAC World Congress 99. Beijing, China,Preprints, 1999. 329-334.
  • 5HOLMBERG A. A Microprocessor-Based Estimation and Control System for Activated Sludge Process [ M ]. Helsink:University of Technology, 1983.

二级参考文献7

  • 1PARLOS A. G, et al. Application of the Recurrent Multilayer Perceptron in Modelling Complex Process Dynamics [ J ]. IEEE Trans. on Neural Networks, 1994,5 (2) :255-266.
  • 2统计年鉴编写组.中国统计年鉴(2002年版)[M].北京:中国统计出版社,2002..
  • 3刘思峰 郭天榜 等.灰色系统理论及其应用[M].北京:科学出版社,2000.40-41.
  • 4MICHLEWICZ L.Genetic Algorithms+Data Structure=Evolution Programs[M].Berlin:Spronger Verlag,1992.
  • 5MARASILI-LIBELLI S.On-line Estimation of Bioactivities in Activated Sludge Process[A].IFAC.M Modelling and Control of Biotechnical Process[C].Finland:Helsink,1982.121-126.
  • 6李勇,孙艳萍,孙海波,宋景东.用于故障预测的BP网络模型及改进[J].东北电力学院学报,1999,19(1):27-32. 被引量:17
  • 7李凡,徐章艳.遗传算法种群多样性的度量[J].华中理工大学学报,1999,27(7):3-5. 被引量:8

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