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基于BP神经网络电液伺服阀多参数故障模式识别研究 被引量:2

The Research on Multi-parameter Fault Model Identification of Electro-hydraulic Servo Valve Based on BP Nerve Network
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摘要 分析了电液伺服阀静态特性与故障模式之间的映射关系 ,介绍了基于BP神经网络电液伺服阀故障模式识别的方法 ,并进行了实验研究 ,结果表明该方法故障模式识别准确率较高 ,可以进一步与伺服阀试验台测试功能进行结合 ,形成一种具有自学习。 The mapping was described between the static ch ar acteristics and the state modular of electro-hydraulic servo valve. An intellige nt test system was developed and tested in basis of the modular identification f or BP nerve network,which can test the state characteristics of servo valve and to identify its state modular. The result shows that the method has better accur acy in fault model identification. It can form a check system which has self-lea rning, self-testing and intelligent diagnosis in combined with the test function of servo valve test-bed.
出处 《机床与液压》 北大核心 2004年第6期179-181,共3页 Machine Tool & Hydraulics
关键词 神经网络 模式识别 故障诊断 电液伺服阀 Nerve network Modular identification Fault diagno sis Electro-hydraulic valve
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  • 1谭树彬,刘建昌,钟云峰,徐心和.基于神经网络的电液伺服阀故障诊断[J].仪器仪表学报,2006,27(z1):401-403. 被引量:6
  • 2师占群,师占群,王建民,岳宏,刘庆和.基于小波故障提取的电液伺服阀故障诊断[J].机械科学与技术,2000,19(z1):111-112. 被引量:3
  • 3IGOR D, KRIVTS L. Optimization of Performance Charac- teristics of Electro-pneumatic (Two-stage) Servo Valve [ J ]. Transactions of the ASME ,2004 ,126 :416 - 420.
  • 4HUANG H, CHEN K S, ZENG L C. BP Neural Network- Based on Fault Diagnosis of Hydraulic Servo-valves [ C ]// 2005 International Conference on Machine Learning and Cybernetics, 2005:4100 - 4105.
  • 5NGUYEN H S, SKOWRON A. Quantization of Real-valued Attributes[ C ]//Proc Second International Joint Conference on Information Sciences, Wrightsville Beach, NC, 1995 : 34 - 37.
  • 6VINTERBO S, OHRN A. Minimal Approximate Hitting Sets and Rule Templates[ J ]. International Journal of Ap- proximate Reasoning,2000,25 (2) : 123 - 143.
  • 7曹鑫铭.液压伺服系统[M].北京:冶金工业出版社,1990:242-246.
  • 8陈奎生,邓江洪,曾良才,等.大型液压缸高频带载频率特性测试装置及测试方法:中国,CNl031024573A[P].2013-05-15.
  • 9陈新元,蔡钦,湛从昌,张东升,汪锐,张家相.液压伺服液压缸静动态性能测试系统开发[J].液压与气动,2008,32(12):77-79. 被引量:19
  • 10蒋俊,王文娟,曾良才,梁媛媛,陈新元,付曙光.大型轧机伺服液压缸动态特性测试方法研究[J].机床与液压,2011,39(19):28-30. 被引量:4

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