Partial discharge pattern recognition of molded type transformers using self organizing map

Wen Yeau Chang; Hong Tzer Yang

doi:10.1109/ICPADM.2006.284163

Partial discharge pattern recognition of molded type transformers using self organizing map

Wen Yeau Chang, Hong Tzer Yang

研究成果: Conference contribution

5 引文斯高帕斯（Scopus）

摘要

In this paper, application of self organizing map (SOM) to recognize partial discharge (PD) patterns of molded type transformers (MTTs) is proposed. The PD patterns are measured by using a commercial PD detector. A set of features, used as operators, for each PD pattern are extracted through statistical tools. The proposed SOM classifier has the advantage of high robustness to the ambiguous patterns, which is useful in recognizing the PD patterns of electrical transformers. To verify the effectiveness of the proposed method, the classifier was tested on 120 sets of field-test PD patterns of MTTs. The test results show the proposed approach may achieve a quite satisfactory recognition of PD patterns.

原文	English
主出版物標題	Proceedings of ICPADM 2006 - 8th International Conference on Properties and Applications of Dielectric Materials
發行者	Institute of Electrical and Electronics Engineers Inc.
頁面	246-249
頁數	4
ISBN（列印）	1424401895, 9781424401895
DOIs	https://doi.org/10.1109/ICPADM.2006.284163
出版狀態	Published - 2006 1月 1
事件	ICPADM 2006 - 8th International Conference on Properties and Applications of Dielectric Materials - Bali, Indonesia 持續時間: 2006 6月 26 → 2006 6月 30

出版系列

名字	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
國家/地區	Indonesia
城市	Bali
期間	06-06-26 → 06-06-30

All Science Journal Classification (ASJC) codes

電子、光磁材料
凝聚態物理學
材料化學

存取文件

10.1109/ICPADM.2006.284163

其它文件與鏈接

引用此

Chang, W. Y., & Yang, H. T. (2006). Partial discharge pattern recognition of molded type transformers using self organizing map. 於 Proceedings of ICPADM 2006 - 8th International Conference on Properties and Applications of Dielectric Materials (頁 246-249). [4062652] (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.2006.284163

Chang, Wen Yeau ; Yang, Hong Tzer. / Partial discharge pattern recognition of molded type transformers using self organizing map. Proceedings of ICPADM 2006 - 8th International Conference on Properties and Applications of Dielectric Materials. Institute of Electrical and Electronics Engineers Inc., 2006. 頁 246-249 (Proceedings of the IEEE International Conference on Properties and Applications of Dielectric Materials).

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title = "Partial discharge pattern recognition of molded type transformers using self organizing map",

abstract = "In this paper, application of self organizing map (SOM) to recognize partial discharge (PD) patterns of molded type transformers (MTTs) is proposed. The PD patterns are measured by using a commercial PD detector. A set of features, used as operators, for each PD pattern are extracted through statistical tools. The proposed SOM classifier has the advantage of high robustness to the ambiguous patterns, which is useful in recognizing the PD patterns of electrical transformers. To verify the effectiveness of the proposed method, the classifier was tested on 120 sets of field-test PD patterns of MTTs. The test results show the proposed approach may achieve a quite satisfactory recognition of PD patterns.",

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year = "2006",

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language = "English",

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series = "Proceedings of the IEEE International Conference on Properties and Applications of Dielectric Materials",

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pages = "246--249",

booktitle = "Proceedings of ICPADM 2006 - 8th International Conference on Properties and Applications of Dielectric Materials",

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note = "ICPADM 2006 - 8th International Conference on Properties and Applications of Dielectric Materials ; Conference date: 26-06-2006 Through 30-06-2006",

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Chang, WY & Yang, HT 2006, Partial discharge pattern recognition of molded type transformers using self organizing map. 於 Proceedings of ICPADM 2006 - 8th International Conference on Properties and Applications of Dielectric Materials., 4062652, Proceedings of the IEEE International Conference on Properties and Applications of Dielectric Materials, Institute of Electrical and Electronics Engineers Inc., 頁 246-249, ICPADM 2006 - 8th International Conference on Properties and Applications of Dielectric Materials, Bali, Indonesia, 06-06-26. https://doi.org/10.1109/ICPADM.2006.284163

Partial discharge pattern recognition of molded type transformers using self organizing map. / 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. 246-249 4062652 (Proceedings of the IEEE International Conference on Properties and Applications of Dielectric Materials).

研究成果: Conference contribution

TY - GEN

T1 - Partial discharge pattern recognition of molded type transformers using self organizing map

AU - Chang, Wen Yeau

AU - Yang, Hong Tzer

PY - 2006/1/1

Y1 - 2006/1/1

N2 - In this paper, application of self organizing map (SOM) to recognize partial discharge (PD) patterns of molded type transformers (MTTs) is proposed. The PD patterns are measured by using a commercial PD detector. A set of features, used as operators, for each PD pattern are extracted through statistical tools. The proposed SOM classifier has the advantage of high robustness to the ambiguous patterns, which is useful in recognizing the PD patterns of electrical transformers. To verify the effectiveness of the proposed method, the classifier was tested on 120 sets of field-test PD patterns of MTTs. The test results show the proposed approach may achieve a quite satisfactory recognition of PD patterns.

AB - In this paper, application of self organizing map (SOM) to recognize partial discharge (PD) patterns of molded type transformers (MTTs) is proposed. The PD patterns are measured by using a commercial PD detector. A set of features, used as operators, for each PD pattern are extracted through statistical tools. The proposed SOM classifier has the advantage of high robustness to the ambiguous patterns, which is useful in recognizing the PD patterns of electrical transformers. To verify the effectiveness of the proposed method, the classifier was tested on 120 sets of field-test PD patterns of MTTs. The test results show the proposed approach may achieve a quite satisfactory recognition of PD patterns.

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U2 - 10.1109/ICPADM.2006.284163

DO - 10.1109/ICPADM.2006.284163

M3 - Conference contribution

SN - 1424401895

SN - 9781424401895

T3 - Proceedings of the IEEE International Conference on Properties and Applications of Dielectric Materials

SP - 246

EP - 249

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

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - ICPADM 2006 - 8th International Conference on Properties and Applications of Dielectric Materials

Y2 - 26 June 2006 through 30 June 2006

ER -

Chang WY, Yang HT. Partial discharge pattern recognition of molded type transformers using self organizing map. 於 Proceedings of ICPADM 2006 - 8th International Conference on Properties and Applications of Dielectric Materials. Institute of Electrical and Electronics Engineers Inc. 2006. p. 246-249. 4062652. (Proceedings of the IEEE International Conference on Properties and Applications of Dielectric Materials). doi: 10.1109/ICPADM.2006.284163

Partial discharge pattern recognition of molded type transformers using self organizing map

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All Science Journal Classification (ASJC) codes

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