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2019 | OriginalPaper | Buchkapitel

Open-Neutral Fault Detection in Underground Space Based on Genetic Support Vector Machine

verfasst von : Xuechen Zhao, Ping Wang, Jianchun Xing

Erschienen in: Advancements in Smart City and Intelligent Building

Verlag: Springer Singapore

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Abstract

When an open-neutral fault occurs in an underground space low-voltage distribution system, the neutral-point voltage will offset, which will make a lot of equipment unable to work normally. In order to solve such problem, the changes of third harmonic current and neutral-point offset voltage were studied and analyzed, the parameters of Support Vector Machine (SVM) was optimized by using a genetic algorithm. The output of SVM whether normal or fault state can be distinguished by taking the variation of harmonic current and neutral offset voltage as the input of SVM. The experimental result shows that the method of optimizing the parameters of SVM based on the genetic algorithm can effectively detect the fault.

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Literatur
1.
Zurück zum Zitat Li, Z., Liu, W., Wang, C.: The utility model relates to a new type of neutral line breaking protection module for low voltage circuit breakers. CN201020553735[P].2010-09-10 Li, Z., Liu, W., Wang, C.: The utility model relates to a new type of neutral line breaking protection module for low voltage circuit breakers. CN201020553735[P].2010-09-10
2.
Zurück zum Zitat Yong, J., Zhou, H.: A harmonic-based approach for open-neutral fault detection in low voltage systems. Power Syst. Protect. Control 19, 49–57 (2014) Yong, J., Zhou, H.: A harmonic-based approach for open-neutral fault detection in low voltage systems. Power Syst. Protect. Control 19, 49–57 (2014)
3.
Zurück zum Zitat Yong, J., Zhou, C., Yang, B.: A harmonic-based approach for open-neutral fault detection in low voltage systems. In: IEEE, International Conference on Harmonics and Quality of Power. IEEE, pp. 53–58 (2012) Yong, J., Zhou, C., Yang, B.: A harmonic-based approach for open-neutral fault detection in low voltage systems. In: IEEE, International Conference on Harmonics and Quality of Power. IEEE, pp. 53–58 (2012)
4.
Zurück zum Zitat Liu, C., He, Z., Chen, Z.: A new method for zero-line disconnection detection with zero sequence current criterion. Energy 42(4), 40–45 (2015) Liu, C., He, Z., Chen, Z.: A new method for zero-line disconnection detection with zero sequence current criterion. Energy 42(4), 40–45 (2015)
5.
Zurück zum Zitat Chen, Q., Liu, C., Liao, W.: Principle and implementation of adaptive neutral line breaking protection. Electric Power 50(5), 46–51 (2017) Chen, Q., Liu, C., Liao, W.: Principle and implementation of adaptive neutral line breaking protection. Electric Power 50(5), 46–51 (2017)
6.
Zurück zum Zitat Wang, P., Liu, B.: Detection method of neutral line breaking in three-phase four-wire low-voltage power supply system. Electrotech. Appl. 16, 48–50 (2015) Wang, P., Liu, B.: Detection method of neutral line breaking in three-phase four-wire low-voltage power supply system. Electrotech. Appl. 16, 48–50 (2015)
Metadaten
Titel
Open-Neutral Fault Detection in Underground Space Based on Genetic Support Vector Machine
verfasst von
Xuechen Zhao
Ping Wang
Jianchun Xing
Copyright-Jahr
2019
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-13-6733-5_58