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Fault-Tolerant Control of Nonlinear Systems Based on Fuzzy Neural Networks 被引量:1

Fault-Tolerant Control of Nonlinear Systems Based on Fuzzy Neural Networks
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摘要 Due to its great potential value in theory and application,fault-tolerant control strategies of nonlinear systems,especially combining with intelligent control methods,have been a focus in the academe.A fault-tolerant control method based on fuzzy neural networks was presented for nonlinear systems in this paper.The fault parameters were designed to detect the fault,adaptive updating method was introduced to estimate and track fault,and fuzzy neural networks were used to adjust the fault parameters and construct automated fault diagnosis.And the fault compensation control force,which was given by fault estimation,was used to realize adaptive fault-tolerant control.This framework leaded to a simple structure,an accurate detection,and a high robustness.The simulation results in induction motor show that it is still able to work well with high dynamic performance and control precision under the condition of motor parameters' variation fault and load torque disturbance. Due to its great potentisl value in theory and application, fault-tolerant control atrategies of nonlinear systems, especially combining with intelligent control methods, have been a focus in the academe. A fault-tolerant control method based on fuzzy neural networks was presented for nonlinear systems in this paper. The fault parameters were designed to detect the fault, adaptive updating method was introduced to estimate and track fault, and fuzzy neural networks were used to adjust the fault parameters and construct automated fault diagnosis. And the fault compeusation control force, which was given by fault estimation, was used to realize adaptive fault-tolerant control. This framework leaded to a simple structure, an accurate detection, and a high robusmess. The simulation results in induction motor show that it is still able to work well with high dynamic performance and control precision under the condition of motor parameters' variation fault and load torque disturbance.
出处 《Journal of Donghua University(English Edition)》 EI CAS 2009年第6期634-638,共5页 东华大学学报(英文版)
基金 Major State Basic Research Development Program,China(No.2005CB221505) Special Scientific Research Foundation for Doctoral Subject of Colleges and Universities in China(No.20050248058)
关键词 模糊神经网络 非线性系统 容错控制 故障检测 自适应更新 高动态性能 参数设计 故障预测 fuzzy neural networks nonlinear sYStem fault-tolerant control adaptive
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  • 1Dong Xuanmin,控制与决策,1997年,12卷,1期,78页
  • 2Teng Linchin,Neural Fuzzy Systems,1996年
  • 3Jang J S R,IEEE Trans Syst Man Cybernet,1993年,23卷,3期,714页
  • 4Wang Yunji,Neural Networks Controller,1988年

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