Presentation Details
Feature Analysis and Identification of Low-voltage Series Arc Fault
ID：336
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Updated Time：2022-08-29 15:56:29 Hits：281
Poster Presentation
Start Time：Pending（Asia/Shanghai）
Duration：Pending
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Abstract
Fires caused by arc faults are increasing every year, but low-voltage AC series arc faults are tricky to be detected by traditional methods because of its concealment. A detection algorithm based on multi-feature fusion to analyze arc faults is proposed in this paper. Furthermore, different loads, including motor loads and the power electronic loads, are selected to extract arc characteristics by combining various methods, especially Empirical Wavelet Transform (EWT). In contrast with some traditional modal decomposition algorithms, EWT can overcome modal aliasing and end-point effects, and improve the quality of the frequency band. Then, the change in signal complexity is calculated by introducing the Shannon entropy of the frequency band signal. In order to make the results more accurate, several classical features are integrated as the input elements of the neural network in this paper. Finally, the Scaled Conjugate Gradient Backpropagation algorithm is used to identify arc faults. The detection results with detection accuracy of over 99.8% by training the existing features, prove that the multi-feature fusion algorithm can detect AC arc faults effectively and accurately.
Keywords
Energy Feature Extraction,waveform,time domain
Speaker
Xiaoxue Chang
Nanjing University of Aeronautics and AstronauticsSubmission Author
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Important Date
-
Conference Date
Sep 25
2022
toSep 29
2022
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Aug 15 2022
Early Bird Registration
-
Sep 10 2022
Contribution Submission Deadline
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Nov 10 2022
Registration deadline
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Nov 30 2022
Draft paper submission deadline
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Nov 30 2022
Final Paper Deadline
Sponsored By
IEEE DEIS
Organized By
Chongqing University
Contact Information
- Zhengyong Huang
- 61******@qq.com
Previous Conferences
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2020-09-06 China Beijing
2020 IEEE International Conference on High Voltage Engineering and Application -
2018-09-10 Greece
2018 IEEE International Conference on High Voltage Engineering and Application -
2016-09-19 China Chengdu, China
2016 IEEE International Conference on High Voltage Engineering and Application
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