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

Research output: Chapter in Book/Report/Conference proceedingConference 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 languageEnglish
Title of host publicationProceedings - 2005 IEEE/PES Transmission and DistributionConference and Exhibition - Asia and Pacific
Pages1-6
Number of pages6
DOIs
Publication statusPublished - 2005 Dec 1
Event2005 IEEE/PES Transmission and DistributionConference and Exhibition - Asia and Pacific - Dalian, China
Duration: 2005 Aug 152005 Aug 18

Publication series

NameProceedings of the IEEE Power Engineering Society Transmission and Distribution Conference
Volume2005

Other

Other2005 IEEE/PES Transmission and DistributionConference and Exhibition - Asia and Pacific
CountryChina
CityDalian
Period05-08-1505-08-18

Fingerprint

Neural networks
Harmonic distortion
Backpropagation
Capacitors
Planning
Electric potential

All Science Journal Classification (ASJC) codes

  • Electrical and Electronic Engineering

Cite this

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).
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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.",
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Chang, YP, Tsao, TF, Hwang, MC & 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., 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 proceedingConference contribution

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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 W-K. 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