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基于小波神经网络的电路故障诊断方法 被引量:3

Wavelet-neural network-based fault diagnosis approach for analog circuits
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摘要 本文根据小波神经网络故障诊断的基本思想,提出了一种基于“小波系数特征故障”的小波预处理神经网络模拟电路故障诊断方法。实验仿真结果表明,使用该方法提取故障特征加快了BP神经网络的训练速度,能迅速有效地进行故障检测和定位。 A fault diagnosis method based on "coefficient feature fault" is presented in this article, which is according to the basic idea of wavelet and neural network approach for fault diagnosis of analog circuit .The proposed method uses wavelet decomPosition as the preprocessor Of BPNN .The result of simulation shows that circuit fault can be detected and located quickly by using this method and the training speed of BPNN is dramatically accelerated and effective.
出处 《仪器仪表用户》 2006年第6期102-103,共2页 Instrumentation
关键词 故障诊断 神经网络 小波分析 fault diagnosis neural networks wavelet analysis
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参考文献8

  • 1谢宏,何怡刚,周应堂,吴杰.小波神经网络在模拟电路故障诊断中的应用研究[J].湖南大学学报(自然科学版),2004,31(4):38-40. 被引量:13
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  • 8陈炜,冯玉光.一种基于小波神经网络的故障诊断方法[J].电子工程师,2005,31(8):67-70. 被引量:4

二级参考文献10

  • 1Haykin S S. Neural Networks:A Comprehensive Foundation.Upper Saddle River( NJ, USA): Prentice Hall,2001
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  • 3Mallat S A. The Theory of Multiresolution Signal Decomposition : the WaveLet Representation . IEEE Trans on Pattern Analysis and Machine Intelligence, 1989,11 (7) :674 - 693
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  • 5TIMO SORSA. Neural network in process fault diagnosis[J].IEEE Trans on systems Man and Cybernetics, 1991,21 (4): 815- 825.
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  • 7DAUBECHIES I. The wavelet transform, time-frequency localization and signal analysis[J ]. IEEE Trans on Information Theory, 1990, 36(5): 961-1005.
  • 8MALLAT S A. The theory of multiresolution signal decomposition: the wavelet representation[J ]. IEEE Trans Pattern Anal Machine Intell, 1989, 11: 674-693.
  • 9谢宏,何怡刚,吴杰.基于BPNN的非线性电阻网络故障诊断方法研究[J].湖南大学学报(自然科学版),2002,29(6):87-90. 被引量:7
  • 10王淑娟,陈博,赵国良.基于小波包变换预处理的模拟电路故障诊断方法[J].电工技术学报,2003,18(4):118-122. 被引量:29

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