期刊文献+

基于神经网络的无刷直流电机故障诊断和容错控制方法的研究 被引量:5

Study on fault diagnosis and fault tolerant control of BLDC motor based on neural networks
下载PDF
导出
摘要 提出并设计了一种针对无刷直流电机控制器的故障诊断和容错控制方法。该神经网络状态观测器由实际非线性控制系统进行训练,根据实际系统和神经网络观测器输出残差,容错控制系统能够被确定下来。针对系统控制器、电流和速度传感器的故障条件进行了仿真分析,容错控制通过使用补偿控制器实现,保证系统故障条件下的稳定性和性能。结果表明,所提出的方法能有效地定位错误故障和时间,消除干扰并提高系统的鲁棒性。 A fault diagnosi and fault tolerant control system for brushless direct current motor controller was designed. The neural network state observer is trained by real nonlinear control system. Based on the residual difference between outputs of actual system and neural network observer, the fault of control system is detected and determined. Simulation of system controller and current and speed sensors faults is implemented. Fault tolerant control is realized by using compensation controller which can guarantee the stability and performance. Simulation results show that it can effectively locate the fault and the time, eliminate the interference and improve system robustness.
出处 《河北工业科技》 CAS 2009年第5期411-414,417,共5页 Hebei Journal of Industrial Science and Technology
关键词 无刷直流电机 神经网络 故障诊断 容错控制 BLDC motor neural network fault diagnosis fault tolerant control
  • 相关文献

参考文献10

  • 1邓兵,潘俊民.无刷直流电机控制系统计算机仿真[J].计算机仿真,2002,19(5):104-106. 被引量:53
  • 2陶永华.新型PID控制器[M].北京:机械工业出版社,1998.
  • 3傅志中,梁峰.神经网络自学习PID控制器的研究[J].动力工程,2004,24(3):379-382. 被引量:7
  • 4MOHAMMAD B, KEITH E T. Design of direct controllers of PID type by received field neutral networks[A]. Proceedings of International Joint Conference on Neutral Networks[C]. [S. l. ]:[s. n. ],1993. 1 809-1 812.
  • 5VAZQUEZ, E, ALTUVE H, CHACON J, et al. Neural network approach to fault detection in electric power systems[A]. IEEE International Conference on Neural Networks Conference Proceedings[C]. [S. l. ]:[s. n. ],1996.2 090-2 095.
  • 6ZHANG H Y. Sensor fault diagnosis for systems with unknown nonlinearity using neural network based nonlinear observer[J]. IEEE Conference Publication, 1998, 455 (2): 809- 813.
  • 7BLANK M. Fault-tolerant control system: A holistic view [J]. Control Engineering Practice, 1997,5 (5) : 693-702.
  • 8FUJITA M, SHIMEMEURA E. A new type of linear state feedback control possessing integrity based a solution of generalized Riccati equation[J]. Control Theory and Advanced Technology, 1986,4 (2) :563-575.
  • 9李庆国,冯玉珠,佟绍成,柴天佑.基于神经网络的非线性系统故障检测及容错控制方法[J].信息与控制,1998,27(6):440-445. 被引量:12
  • 10李秀琴,李书臣.一类非线性系统的故障检测与容错控制算法[J].测控技术,2005,24(8):31-33. 被引量:5

二级参考文献12

  • 1李志民 张遇杰.同步电动机调速系统[M].北京:机械工业出版社,1998..
  • 2Blank M. Fault-tolerant control system: a heuristic view [ J ].Control Eng. Practice, 1997,5 (5) :693 - 702.
  • 3Fujita M, Shimemura E. A new type of linear state feedback control possessing integrity based a solution of generalized Riccati equation [ J ]. Control Theory and Advanced Technology,1986,4(2) :563 -575.
  • 4Rovithakis G A, Christodoulou A. Adaptive control of unknown plant using dynamic neural networks [ J ]. IEEE Trans. Syst. Mag,Cybern, 1994,24(3) :400 -412.
  • 5张立明.人工神经网络的模型及应用[M].上海:复旦大学出版社,1994..
  • 6王永骥 涂健.神经元网络控制[M].北京:机械工业出版社,1999..
  • 7陶永华 等.新型PID控制及其应用[M].北京:国防工业出版社,2001..
  • 8杨建军,史忠科,戴冠中.最优鲁棒容错控制新方法及其在飞行控制中的应用[J].控制理论与应用,1998,15(5):780-783. 被引量:7
  • 9李庆国,冯玉珠,佟绍成,柴天佑.基于神经网络的非线性系统故障检测及容错控制方法[J].信息与控制,1998,27(6):440-445. 被引量:12
  • 10胡刚,孙继涛,刘永清.不确定时滞系统的鲁棒容错控制[J].华南理工大学学报(自然科学版),2001,29(2):39-41. 被引量:16

共引文献74

同被引文献56

引证文献5

二级引证文献13

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部