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Erschienen in: Journal of Electronic Testing 4/2016

22.06.2016

The Faults Diagnostic Analysis for Analog Circuit Based on FA-TM-ELM

verfasst von: WenXin Yu, Yongbo Sui, Junnian Wang

Erschienen in: Journal of Electronic Testing | Ausgabe 4/2016

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Abstract

Developing fault detection is very important for improving the equipment reliability and saving energy consumption. As compared with neural networks, extreme learning machine (ELM) is based on statistical learning theory, which has advantages of better classification ability and generalization performance. This paper presents a novel approach for fault detection and diagnosis based on Firefly-Chaos Algorithm and Extreme Learning Machine. The experiment result indicates this proposed method is effective for Analog Circuit fault detection and diagnosis and the model generalization ability is favorable.

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Metadaten
Titel
The Faults Diagnostic Analysis for Analog Circuit Based on FA-TM-ELM
verfasst von
WenXin Yu
Yongbo Sui
Junnian Wang
Publikationsdatum
22.06.2016
Verlag
Springer US
Erschienen in
Journal of Electronic Testing / Ausgabe 4/2016
Print ISSN: 0923-8174
Elektronische ISSN: 1573-0727
DOI
https://doi.org/10.1007/s10836-016-5597-x

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