Single-phase grounding fault line selection method based on dynamic time warping algorithm

被引:2
|
作者
Wang, Kongxian [1 ]
Shao, Ying [1 ]
Wang, Liming [1 ]
Zhou, Hang [1 ]
机构
[1] Naval Univ Engn, Coll Elect Engn, Wuhan 430033, Peoples R China
基金
中国国家自然科学基金;
关键词
Transient characteristic analysis; Wavelet modulus maxima; Dynamic time warping; Fault line selection;
D O I
10.1016/j.egyr.2022.10.296
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Aiming at the problems of the complex line selection process and slow line selection speed of the existing intelligent classification line selection methods, a single-phase grounding fault line selection method based on the dynamic time warping (DTW) algorithm is proposed. The wavelet modulus maximum truncates the original signal to extract the temporary part. Then the DTW distance matrix between feeders is figured by the DTW algorithm. The fault line selection is realized by comparing the difference between the maximum, sub maximum, and minimum values with the threshold value. The simulation shows that the proposed approach can recognize proper line selection under various fault states and partial loss of recorded data, has high accuracy and has better robustness than the Euclidean distance and person correlation coefficient methods. O 2022 The Author(s). Published by Elsevier Ltd. This is an open access article under theCCBY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
引用
收藏
页码:280 / 289
页数:10
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