期刊文献+

RBF神经网络在电路故障诊断中的应用研究 被引量:3

Research on the Fault Diagnosis of Circuit Based on RBF Neural Network
下载PDF
导出
摘要 电路系统在工业控制中起着极其重要的应用,随着电路越来越复杂,电路各节点间的关系呈现非线性关系,若节点发生故障,如何确定故障发生在何处成为一大难题。利用RBF(radical basis function)神经网络可以快速逼近任意非线性函数及良好分类能力的特点,来实现对电路系统的故障分类。通过RBF与BP方法的比较及实例分析可得出结论,RBF可以很精确地确定电路中的故障来源,在对电路故障诊断能力方面具有较多的优越性。 Circuit systems are important components of industry control system. These circuit behaviors are nonlinear, how to check out some node which is faulted becomes one hard work. Radial basis function has the capacity to quickly close any nonlinear function, and has the ability of classification. It is advantageous for circuit system diagnosis. One example is test by RBF network and BP network, and the result saw the advantage of RBF network.
机构地区 东华理工大学
出处 《东华理工大学学报(自然科学版)》 CAS 2009年第1期97-100,共4页 Journal of East China University of Technology(Natural Science)
关键词 RBF神经网络 故障诊断 电路 非线性 RBF neural network fault diagnosis circuit nonlinear function
  • 相关文献

参考文献4

二级参考文献17

  • 1吴欣,张博,陈涛.基于神经网络的大规模模拟电路故障检测系统[J].计算机测量与控制,2004,12(11):1049-1051. 被引量:9
  • 2智会强,牛坤,田亮,杨增军.BP网络和RBF网络在函数逼近领域内的比较研究[J].科技通报,2005,21(2):193-197. 被引量:39
  • 3谷云辉,刘亚斌.基于自动测试系统的故障诊断方法研究[J].微计算机信息,2005,21(07S):146-148. 被引量:21
  • 4Alexander B Trunov and Marios M Polycarpou. Robust fault diagnosis of state and sensor faults in nonlinear muhivariable systems[J]. IEEE Proceedings of the American Control Conference. 1999:608 - 612.
  • 5Alexander B Trunov and Marios M Polycarpou. Robust nonlinear fault diagnosis: application to robotic systems[J]. IEEE International Conference on Control Application. 1999:1424 -1429.
  • 6H Wang, S Daley. Actuator fault diagnosis: an adaptive observer - based technique[J]. IEEE Transaction on automatic control, 1996,41 (7) : 1073 - 1078.
  • 7H Wang, Z Huang, S J Daley. On the use of adaptive updating rules for actuator and sensor fault dlagnosis[J]. Automatica,1997,33(2) : 2172225.
  • 8J Chen, J Patton, H Y Zhang. Design of unknown input robust detection filters[J]. Int J of Control, 1996,63( 1 ) : 852105.
  • 9王晓峰.基于EDA技术的电子线路故障诊断和测试性研究[D].北京:北京航空航天大学,2002.
  • 10Alippi C,Catelani M,Fort A,et al.Automated selection of test frequencies for fault diagnosis in analog electronic circuits[J].IEEE Transactions on Instrumentation and Measurement,2005,54(3):1033-1044.

共引文献46

同被引文献16

引证文献3

二级引证文献11

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