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Method of analog circuits fusion diagnosis based on BP network and DS theory | IEEE Conference Publication | IEEE Xplore

Method of analog circuits fusion diagnosis based on BP network and DS theory


Abstract:

To overcome disadvantages of analog circuits fault diagnosis based on single information, we introduce multi-information fusion technology to fuse multiform circuit respo...Show More

Abstract:

To overcome disadvantages of analog circuits fault diagnosis based on single information, we introduce multi-information fusion technology to fuse multiform circuit responses information in order to diagnose analog circuits fault. By three kinds of circuit responses information, that is accessible node voltages under determinate test frequency, components temperature and circuit output voltage under variable test frequencies, a method of analog circuits fault diagnosis combining Back-Propagation(BP) network and improved Dempster-Shafer(DS) theory is proposed. Firstly, Based on BP network, each kind of information is preprocessed respectively. Secondly, the preprocessing results are fused by improved DS theory. Lastly based on the fusion result, we diagnose analog circuits fault. Experimental results show that the method can overcome disadvantages of those methods based on single information and effectively deal with conflict evidences, and that distinguish ability of fusion results on the method is improved.
Date of Conference: 10-12 August 2010
Date Added to IEEE Xplore: 23 September 2010
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Conference Location: Yantai, China

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