Design of discrete-value passive harmonic filters using sequential neural-network approximation and orthogonal array

Ying Pin Chang; Teng Fa Tsao; Ming Chang Hwang; Wen Kung Tseng

doi:10.1109/TDC.2005.1546955

Design of discrete-value passive harmonic filters using sequential neural-network approximation and orthogonal array

Ying Pin Chang, Teng Fa Tsao, Ming Chang Hwang, Wen Kung Tseng

Graduate Institute of Vehicle Engineering

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

3 Citations (Scopus)

Abstract

This paper presents a method of combined sequential neural-network approximation and orthogonal array in the planning of passive harmonic filters. The purpose is to find the optimal locations for harmonic filters among existent capacitor. An Orthogonal array is conducted to obtain the initial solution set for optimization. Then a back-propagation sequential neural network is trained to simulate the feasible domain for the optimal point. The purposes are to minimize the total harmonic distortion of voltages while satisfying harmonic standards. The proposed method was test on an 36-bus radial distribution system. Results obtained show that the proposed method is suitable for siting and sizing passive harmonic filters.

Original language	English
Title of host publication	Proceedings - 2005 IEEE/PES Transmission and DistributionConference and Exhibition - Asia and Pacific
Pages	1-6
Number of pages	6
DOIs	https://doi.org/10.1109/TDC.2005.1546955
Publication status	Published - 2005 Dec 1
Event	2005 IEEE/PES Transmission and DistributionConference and Exhibition - Asia and Pacific - Dalian, China Duration: 2005 Aug 15 → 2005 Aug 18

Publication series

Name	Proceedings of the IEEE Power Engineering Society Transmission and Distribution Conference
Volume	2005

Other

Other	2005 IEEE/PES Transmission and DistributionConference and Exhibition - Asia and Pacific
Country	China
City	Dalian
Period	05-08-15 → 05-08-18

All Science Journal Classification (ASJC) codes

Electrical and Electronic Engineering

Access to Document

10.1109/TDC.2005.1546955

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Chang, Y. P., Tsao, T. F., Hwang, M. C., & Tseng, W. K. (2005). Design of discrete-value passive harmonic filters using sequential neural-network approximation and orthogonal array. In Proceedings - 2005 IEEE/PES Transmission and DistributionConference and Exhibition - Asia and Pacific (pp. 1-6). [1546955] (Proceedings of the IEEE Power Engineering Society Transmission and Distribution Conference; Vol. 2005). https://doi.org/10.1109/TDC.2005.1546955

Chang, Ying Pin ; Tsao, Teng Fa ; Hwang, Ming Chang ; Tseng, Wen Kung. / Design of discrete-value passive harmonic filters using sequential neural-network approximation and orthogonal array. Proceedings - 2005 IEEE/PES Transmission and DistributionConference and Exhibition - Asia and Pacific. 2005. pp. 1-6 (Proceedings of the IEEE Power Engineering Society Transmission and Distribution Conference).

@inproceedings{6a93dd304b19409e8c38a2cf916ef7d2,

title = "Design of discrete-value passive harmonic filters using sequential neural-network approximation and orthogonal array",

abstract = "This paper presents a method of combined sequential neural-network approximation and orthogonal array in the planning of passive harmonic filters. The purpose is to find the optimal locations for harmonic filters among existent capacitor. An Orthogonal array is conducted to obtain the initial solution set for optimization. Then a back-propagation sequential neural network is trained to simulate the feasible domain for the optimal point. The purposes are to minimize the total harmonic distortion of voltages while satisfying harmonic standards. The proposed method was test on an 36-bus radial distribution system. Results obtained show that the proposed method is suitable for siting and sizing passive harmonic filters.",

author = "Chang, {Ying Pin} and Tsao, {Teng Fa} and Hwang, {Ming Chang} and Tseng, {Wen Kung}",

year = "2005",

month = dec,

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doi = "10.1109/TDC.2005.1546955",

language = "English",

isbn = "0780391144",

series = "Proceedings of the IEEE Power Engineering Society Transmission and Distribution Conference",

pages = "1--6",

booktitle = "Proceedings - 2005 IEEE/PES Transmission and DistributionConference and Exhibition - Asia and Pacific",

note = "2005 IEEE/PES Transmission and DistributionConference and Exhibition - Asia and Pacific ; Conference date: 15-08-2005 Through 18-08-2005",

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Chang, YP, Tsao, TF, Hwang, MC & Tseng, WK 2005, Design of discrete-value passive harmonic filters using sequential neural-network approximation and orthogonal array. in Proceedings - 2005 IEEE/PES Transmission and DistributionConference and Exhibition - Asia and Pacific., 1546955, Proceedings of the IEEE Power Engineering Society Transmission and Distribution Conference, vol. 2005, pp. 1-6, 2005 IEEE/PES Transmission and DistributionConference and Exhibition - Asia and Pacific, Dalian, China, 05-08-15. https://doi.org/10.1109/TDC.2005.1546955

Design of discrete-value passive harmonic filters using sequential neural-network approximation and orthogonal array. / Chang, Ying Pin; Tsao, Teng Fa; Hwang, Ming Chang; Tseng, Wen Kung.

Proceedings - 2005 IEEE/PES Transmission and DistributionConference and Exhibition - Asia and Pacific. 2005. p. 1-6 1546955 (Proceedings of the IEEE Power Engineering Society Transmission and Distribution Conference; Vol. 2005).

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

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N2 - This paper presents a method of combined sequential neural-network approximation and orthogonal array in the planning of passive harmonic filters. The purpose is to find the optimal locations for harmonic filters among existent capacitor. An Orthogonal array is conducted to obtain the initial solution set for optimization. Then a back-propagation sequential neural network is trained to simulate the feasible domain for the optimal point. The purposes are to minimize the total harmonic distortion of voltages while satisfying harmonic standards. The proposed method was test on an 36-bus radial distribution system. Results obtained show that the proposed method is suitable for siting and sizing passive harmonic filters.

AB - This paper presents a method of combined sequential neural-network approximation and orthogonal array in the planning of passive harmonic filters. The purpose is to find the optimal locations for harmonic filters among existent capacitor. An Orthogonal array is conducted to obtain the initial solution set for optimization. Then a back-propagation sequential neural network is trained to simulate the feasible domain for the optimal point. The purposes are to minimize the total harmonic distortion of voltages while satisfying harmonic standards. The proposed method was test on an 36-bus radial distribution system. Results obtained show that the proposed method is suitable for siting and sizing passive harmonic filters.

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Chang YP, Tsao TF, Hwang MC, Tseng WK. Design of discrete-value passive harmonic filters using sequential neural-network approximation and orthogonal array. In Proceedings - 2005 IEEE/PES Transmission and DistributionConference and Exhibition - Asia and Pacific. 2005. p. 1-6. 1546955. (Proceedings of the IEEE Power Engineering Society Transmission and Distribution Conference). https://doi.org/10.1109/TDC.2005.1546955