LAPSE:2023.16166
Published Article

LAPSE:2023.16166
Faulty Line Selection Method Based on Comprehensive Dynamic Time Warping Distance in a Flexible Grounding System
March 3, 2023
Abstract
A flexible grounding system is a system in which the neutral point of the power supply is grounded via the arc suppression coil in parallel with a low-resistance resistor. When operating normally or a temporary ground fault occurs, the arc suppression coil is used for grounding, whereas the small resistance is switched on when a permanent ground fault occurs. At present, the problem of low protection sensitivity when a high-resistance ground fault occurs in a flexible grounding system has not been solved yet. According to the characteristics of low waveform similarity between the faulty line and the non-faulty line when a single-phase grounding fault occurred, a new faulty line selection method based on a combination of Dynamic Time Warping (DTW) distance and the transient projection method is proposed in this paper. Firstly, the fault transient signal is extracted by a digital filter as a basis for faulty line selection. Secondly, the transient zero-sequence current of each line is projected onto the busbar transient zero-sequence voltage, and the projected DTW distance of each line is calculated. Finally, according to the calculation formula of waveform comprehensive similarity coefficient, the Comprehensive DTW (CDTW) distance is obtained, and the top three CDTW distance values are selected to determine the faulty line. If the maximum value is greater than the sum of the other two CDTW distance values, the line corresponding to the maximum value is judged as the faulty line; otherwise, it is judged as a busbar fault. The simulation results based on MATLAB/Simulink and field data test show that the method can accurately determine the faulty line under diverse fault conditions.
A flexible grounding system is a system in which the neutral point of the power supply is grounded via the arc suppression coil in parallel with a low-resistance resistor. When operating normally or a temporary ground fault occurs, the arc suppression coil is used for grounding, whereas the small resistance is switched on when a permanent ground fault occurs. At present, the problem of low protection sensitivity when a high-resistance ground fault occurs in a flexible grounding system has not been solved yet. According to the characteristics of low waveform similarity between the faulty line and the non-faulty line when a single-phase grounding fault occurred, a new faulty line selection method based on a combination of Dynamic Time Warping (DTW) distance and the transient projection method is proposed in this paper. Firstly, the fault transient signal is extracted by a digital filter as a basis for faulty line selection. Secondly, the transient zero-sequence current of each line is projected onto the busbar transient zero-sequence voltage, and the projected DTW distance of each line is calculated. Finally, according to the calculation formula of waveform comprehensive similarity coefficient, the Comprehensive DTW (CDTW) distance is obtained, and the top three CDTW distance values are selected to determine the faulty line. If the maximum value is greater than the sum of the other two CDTW distance values, the line corresponding to the maximum value is judged as the faulty line; otherwise, it is judged as a busbar fault. The simulation results based on MATLAB/Simulink and field data test show that the method can accurately determine the faulty line under diverse fault conditions.
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Keywords
Comprehensive Dynamic Time Warping (CDTW) distance, faulty line selection, flexible grounding system, single-phase grounding fault, transient projection method
Subject
Suggested Citation
He Y, Zhang X, Wu W, Zhang J, Bai W, Guo A, Chen Y. Faulty Line Selection Method Based on Comprehensive Dynamic Time Warping Distance in a Flexible Grounding System. (2023). LAPSE:2023.16166
Author Affiliations
He Y: School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo 255000, China
Zhang X: School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo 255000, China
Wu W: School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo 255000, China
Zhang J: School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo 255000, China
Bai W: School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo 255000, China
Guo A: School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo 255000, China
Chen Y: School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo 255000, China
Zhang X: School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo 255000, China
Wu W: School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo 255000, China
Zhang J: School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo 255000, China
Bai W: School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo 255000, China
Guo A: School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo 255000, China
Chen Y: School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo 255000, China
Journal Name
Energies
Volume
15
Issue
2
First Page
471
Year
2022
Publication Date
2022-01-10
ISSN
1996-1073
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Original Submission
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PII: en15020471, Publication Type: Journal Article
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LAPSE:2023.16166
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https://doi.org/10.3390/en15020471
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Mar 3, 2023
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