Application of fuzzy c-means clustering approach to partial discharge pattern recognition of cast-resin current transformers

Wen Yeau Chang; Hong Tzer Yang

doi:10.1109/ICPADM.2006.284193

Application of fuzzy c-means clustering approach to partial discharge pattern recognition of cast-resin current transformers

Wen Yeau Chang, Hong Tzer Yang

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

6 Citations (Scopus)

Abstract

This paper proposes a fuzzy c-means (FCM) clustering based recognition method to identify the defects of cast-resin current transformers (CRCT) arising from partial discharge (PD). To identify the defects, field data are collected in this paper using a PD detecting system for the CRCT. The proposed FCM clustering based classifier builds the cluster centers according to distributions of the extracted feature vectors. Effectiveness and feasibility of the proposed method have been verified through the encouraging results obtained using comprehensive experimental data.

Original language	English
Title of host publication	Proceedings of ICPADM 2006 - 8th International Conference on Properties and Applications of Dielectric Materials
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	372-375
Number of pages	4
ISBN (Print)	1424401895, 9781424401895
DOIs	https://doi.org/10.1109/ICPADM.2006.284193
Publication status	Published - 2006 Jan 1
Event	ICPADM 2006 - 8th International Conference on Properties and Applications of Dielectric Materials - Bali, Indonesia Duration: 2006 Jun 26 → 2006 Jun 30

Publication series

Name	Proceedings of the IEEE International Conference on Properties and Applications of Dielectric Materials

Other

Other	ICPADM 2006 - 8th International Conference on Properties and Applications of Dielectric Materials
Country	Indonesia
City	Bali
Period	06-06-26 → 06-06-30

All Science Journal Classification (ASJC) codes

Electronic, Optical and Magnetic Materials
Condensed Matter Physics
Materials Chemistry

Access to Document

10.1109/ICPADM.2006.284193

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Cite this

Chang, W. Y., & Yang, H. T. (2006). Application of fuzzy c-means clustering approach to partial discharge pattern recognition of cast-resin current transformers. In Proceedings of ICPADM 2006 - 8th International Conference on Properties and Applications of Dielectric Materials (pp. 372-375). [4062682] (Proceedings of the IEEE International Conference on Properties and Applications of Dielectric Materials). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICPADM.2006.284193

Chang, Wen Yeau ; Yang, Hong Tzer. / Application of fuzzy c-means clustering approach to partial discharge pattern recognition of cast-resin current transformers. Proceedings of ICPADM 2006 - 8th International Conference on Properties and Applications of Dielectric Materials. Institute of Electrical and Electronics Engineers Inc., 2006. pp. 372-375 (Proceedings of the IEEE International Conference on Properties and Applications of Dielectric Materials).

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abstract = "This paper proposes a fuzzy c-means (FCM) clustering based recognition method to identify the defects of cast-resin current transformers (CRCT) arising from partial discharge (PD). To identify the defects, field data are collected in this paper using a PD detecting system for the CRCT. The proposed FCM clustering based classifier builds the cluster centers according to distributions of the extracted feature vectors. Effectiveness and feasibility of the proposed method have been verified through the encouraging results obtained using comprehensive experimental data.",

author = "Chang, {Wen Yeau} and Yang, {Hong Tzer}",

year = "2006",

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Chang, WY & Yang, HT 2006, Application of fuzzy c-means clustering approach to partial discharge pattern recognition of cast-resin current transformers. in Proceedings of ICPADM 2006 - 8th International Conference on Properties and Applications of Dielectric Materials., 4062682, Proceedings of the IEEE International Conference on Properties and Applications of Dielectric Materials, Institute of Electrical and Electronics Engineers Inc., pp. 372-375, ICPADM 2006 - 8th International Conference on Properties and Applications of Dielectric Materials, Bali, Indonesia, 06-06-26. https://doi.org/10.1109/ICPADM.2006.284193

Application of fuzzy c-means clustering approach to partial discharge pattern recognition of cast-resin current transformers. / Chang, Wen Yeau; Yang, Hong Tzer.

Proceedings of ICPADM 2006 - 8th International Conference on Properties and Applications of Dielectric Materials. Institute of Electrical and Electronics Engineers Inc., 2006. p. 372-375 4062682 (Proceedings of the IEEE International Conference on Properties and Applications of Dielectric Materials).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

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N2 - This paper proposes a fuzzy c-means (FCM) clustering based recognition method to identify the defects of cast-resin current transformers (CRCT) arising from partial discharge (PD). To identify the defects, field data are collected in this paper using a PD detecting system for the CRCT. The proposed FCM clustering based classifier builds the cluster centers according to distributions of the extracted feature vectors. Effectiveness and feasibility of the proposed method have been verified through the encouraging results obtained using comprehensive experimental data.

AB - This paper proposes a fuzzy c-means (FCM) clustering based recognition method to identify the defects of cast-resin current transformers (CRCT) arising from partial discharge (PD). To identify the defects, field data are collected in this paper using a PD detecting system for the CRCT. The proposed FCM clustering based classifier builds the cluster centers according to distributions of the extracted feature vectors. Effectiveness and feasibility of the proposed method have been verified through the encouraging results obtained using comprehensive experimental data.

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BT - Proceedings of ICPADM 2006 - 8th International Conference on Properties and Applications of Dielectric Materials

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Chang WY, Yang HT. Application of fuzzy c-means clustering approach to partial discharge pattern recognition of cast-resin current transformers. In Proceedings of ICPADM 2006 - 8th International Conference on Properties and Applications of Dielectric Materials. Institute of Electrical and Electronics Engineers Inc. 2006. p. 372-375. 4062682. (Proceedings of the IEEE International Conference on Properties and Applications of Dielectric Materials). https://doi.org/10.1109/ICPADM.2006.284193