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Wavelet neural network based fault diagnosis in nonlinear analog circuits 被引量:16

Wavelet neural network based fault diagnosis in nonlinear analog circuits
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摘要 The theories of diagnosing nonlinear analog circuits by means of the transient response testing are studled. Wavelet analysis is made to extract the transient response signature of nonlinear circuits and compress the signature dada. The best wavelet function is selected based on the between-category total scatter of signature. The fault dictionary of nonlinear circuits is constructed based on improved back-propagation(BP) neural network. Experimental results demonstrate that the method proposed has high diagnostic sensitivity and fast fault identification and deducibility. The theories of diagnosing nonlinear analog circuits by means of the transient response testing are studied. Wavelet analysis is made to extract the transient response signature of nonlinear circuits and compress the signature dada. The best wavelet function is selected based on the between-category total scatter of signature. The fault dictionary of nonlinear circuits is constructed based on improved back-propagation(BP) neural network. Experimental results demonstrate that the method proposed has high diagnostic sensitivity and fast fault identification and deducibility.
出处 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第3期521-526,共6页 系统工程与电子技术(英文版)
基金 This project was supported by the National Nature Science Foundation of China(60372001)
关键词 fault diagnosis nonlinear analog circuits wavelet analysis neural networks. 小波分析 神经网络 故障分析 非线性环路
作者简介 Yin Shirong was born in 1974, Now she is a doctor candidate in University of Electronic Science and Technology of China. She majors in measuring and testing technology & instruments. Her research interests include fault diagnosis of analog circuits and signal processing. E-mail:yinsr@126.com.Chen Guangju was born in 1940. Now he is a professor with University of Electronic Science and Technology of China. His research interests include diagnosis of integrated circuits and signal processing.Xie Yongle was born in 1969. Now he is an associate professor with University of Electronic Science and Technology of China. His research interest includes testing of integrated circuits.
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参考文献8

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