Proceedings of the 2019 International Conference on Computer, Network, Communication and Information Systems (CNCI 2019)

Wavelet Transform and Stacked Sparse Autoencoder Network Based Location Method of Cable Incipient Fault

Authors
Shenghui Li, Xue Bai, Henan Dong
Corresponding Author
Shenghui Li
Available Online May 2019.
DOI
10.2991/cnci-19.2019.69How to use a DOI?
Keywords
Incipient fault, wavelet transform, stacked auto encoder, location.
Abstract

Incipient fault of power cables can easily evolve into permanent fault, which endanger the safety and stability of power systems seriously. In order to detect and solve the incipient fault of cables in time, in this paper, a fault location method based on combination of wavelet transform and stacked sparse autoencoder is proposed. Wavelet transform is used for feature extraction of fault signal, and the original signal is decomposed into time domain features of different frequency bands. Stacked Sparse Autoencoder network takes these features as input, training and forecasting, and finally determines the location of fault signal. Experiments show that the method we proposed can locate the incipient fault of power cables quickly and accurately.

Copyright
© 2019, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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Volume Title
Proceedings of the 2019 International Conference on Computer, Network, Communication and Information Systems (CNCI 2019)
Series
Advances in Computer Science Research
Publication Date
May 2019
ISBN
10.2991/cnci-19.2019.69
ISSN
2352-538X
DOI
10.2991/cnci-19.2019.69How to use a DOI?
Copyright
© 2019, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - CONF
AU  - Shenghui Li
AU  - Xue Bai
AU  - Henan Dong
PY  - 2019/05
DA  - 2019/05
TI  - Wavelet Transform and Stacked Sparse Autoencoder Network Based Location Method of Cable Incipient Fault
BT  - Proceedings of the 2019 International Conference on Computer, Network, Communication and Information Systems (CNCI 2019)
PB  - Atlantis Press
SP  - 500
EP  - 509
SN  - 2352-538X
UR  - https://doi.org/10.2991/cnci-19.2019.69
DO  - 10.2991/cnci-19.2019.69
ID  - Li2019/05
ER  -