期刊文献+

一种基于BP网络的多模型预测主动容错控制方法 被引量:9

Predictive Active Fault-Tolerant Control of Multiple Models Based on BP Networks
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摘要 针对非线性受控对象,给出了一种基于BP神经网络的多模型预测主动容错控制方案,设计了故障诊断与决策机制的算法步骤,在基于BP网络建立系统正常或故障状态动态模型库的基础上,利用预测控制算法得到控制律,达到对非线性系统主动容错控制的目的.仿真结果表明所述方法的可行性和有效性. A new active fault-tolerant control method of nonlinear system is given on the basis of BP networks and predictive control strategy. An algorithm of fault detection and diagnosis was put forward. The predictive control strategy of tuning the controller's parameters is used. Simulations are given to demonstrate the effectiveness of the proposed approach.
出处 《甘肃科学学报》 2008年第2期107-111,共5页 Journal of Gansu Sciences
基金 甘肃省自然科学基金项目(3ZS051-A25-032) 甘肃省教育厅高等学校研究生导师科研项目(050301) 兰州理工大学特色学术梯队基金项目(0950)
关键词 主动容错控制 神经网络 预测控制 模型库 active fault-tolerant control neural networks predictive control model bank
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参考文献7

  • 1Patton R J. Fault-Tolerant Control: the 1997 Situation[A]. Proc of IFAC/ IMACs Symposium on Fault Detection and Safety for Technical Process[C]. Hull, England, 1997,1033- 1055.
  • 2JinJiang.Fault-tolerant Control Systems-An Introductory Overview[J].自动化学报,2005,31(1):161-174. 被引量:30
  • 3王彩霞,陈希平,朱秋琴.不确定时滞系统的鲁棒容错控制[J].甘肃科学学报,2005,17(4):70-73. 被引量:5
  • 4Cuimei Bo, Zhiquan Wang, Jinguo Lin. The Online Models based Fault Tolerant Control for Multiple Sensor Fault of Multi-variahle Nonlinear Processes [A]. 2006 International Joint Conference on Neural Networks[C]. BC, Canada, 2006, 16-21.
  • 5Ding-Li Yu, T. K. Chang and Ding-Wen Yu. Adaptive Neural Model-based Fault Tolerant Control for Multi-variable Processes[A]. Engineering Applications of Artificial Intelligence 18 [C]. UK,2005,393-411.
  • 6P. Mhaskar, A. Gani and P. D. Christofides. Fault-Tolerant Control of Nonlinear Processes.. Performance-Based Reconfiguration and Robustness[A]. Proceedings of the 2006 American Control Conference[C]. Minneapolis, Minnesota, USA,2006, 14-16.
  • 7[美]Martin T Hagan.神经网络设计[M].戴葵译.北京:机械工业出版社,2003.

二级参考文献61

  • 1王彩霞,朱秋琴.对一类不确定时滞线性系统的鲁棒容错控制研究[J].西北民族大学学报(自然科学版),2004,25(4):9-12. 被引量:3
  • 2Siljak D D. Reliable control using multiple control systems, International J. Control, 1980, 31(2): 303-329.
  • 3MacFarlane A G I. Complex Variable Methods for Linear Multivariable Feedback Systems, Taylor and Francis Ltd. London, 1980.
  • 4Sule V R. Design of feedback controllers with integrity, Control Theory and Advanced Technology, 1991,7(2): 285-299.
  • 5Gundes A N. Stability of feedback systems with sensors or actuators failures: analysis. International J.Control, 1992, 56(4): 735-753.
  • 6Shimemura E, Fujita M. A design method for linear state feedback systems possessing integrity based on a solution of a Riccati-type equation, International J. Control, 1985, 42(4): 887-899.
  • 7Fujita M, Shimemura E. Integrity against arbitrary feedback-loop failure in linear multivariable control systems, Automatica, 1988, 24(6): 765-772.
  • 8Shieh L S, Dib H M, Ganesan S, Yates R E. Optimal pole-placement for state-feedback systems possessing integrity. International J. Systems Science, 1988, 19(8): 1419-1435.
  • 9Joshi S M. Design of failure-accommodation multiloop LQG-type controllers, IEEE Transactions on Automatic Control 1987, 32(8): 740-741.
  • 10Veillette R J. Reliable Linear-quadratic state-feedback control, Automatica, 1995, 31(1): 137-143.

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