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一种基于小波神经网络的模拟电路故障诊断方法 被引量:6

Analog circuit fault diagnosis method based on wavelet neural network
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摘要 本文针对模拟电路提出了1种新的基于紧致型小波神经网络的故障诊断方法。该方法首先利用小波变换和主成分分析对故障信号进行预处理,然后用处理后的故障特征数据对小波神经网络进行训练和测试。仿真实验表明,该方法比普通神经网络方法训练速度更快,诊断准确率更高。 This paper presents a new fault diagnosis method based on inlay model wavelet neural network for analog circuit. The method uses wavelet transform and principle component analysis to preprocess fault signal, afterward training and testing wavelet neural network with the preprocessed fault characteristic data. Experimentation indicates that the method has faster training speed and higher diagnosis nicety rate than general neural network method.
出处 《电子测量技术》 2006年第6期14-16,18,共4页 Electronic Measurement Technology
关键词 故障诊断 小波变换 主成分分析 小波神经网络 fault diagnosis wavelet transform principle component analysis, wavelet neural network
  • 相关文献

参考文献6

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二级参考文献7

  • 1Zhang Jinwen Ma Yuanliang (Northwestern Polytechnical University,Xi’an 710072,P.R.China).A DSP-based Neural Network Signal Processing System[J].High Technology Letters,1995,1(1):41-43. 被引量:6
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共引文献46

同被引文献33

引证文献6

二级引证文献40

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