PSO based Hybrid PID-FLC Sugeno Control for Excitation System of Large Synchronous Motor
This paper proposes a hybrid control system integrating a PID controller and a fuzzy logic controller, using the particle swarm optimization (PSO) algorithm to optimize control parameters. The control object is an excitation system for a large synchronous motor, which is widely used in large power t...
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Format: | Article |
Language: | English |
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Ital Publication
2022-02-01
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Series: | Emerging Science Journal |
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Online Access: | https://www.ijournalse.org/index.php/ESJ/article/view/846 |
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author | Hung Quoc Duong Quang Hong Nguyen Duy Tien Nguyen Lanh Van Nguyen |
author_facet | Hung Quoc Duong Quang Hong Nguyen Duy Tien Nguyen Lanh Van Nguyen |
author_sort | Hung Quoc Duong |
collection | DOAJ |
description | This paper proposes a hybrid control system integrating a PID controller and a fuzzy logic controller, using the particle swarm optimization (PSO) algorithm to optimize control parameters. The control object is an excitation system for a large synchronous motor, which is widely used in large power transmission systems. In practice, the change in load and excitation source can affect the operating mode of the motor. Therefore, a hybrid controller is designed to stabilize the power factor, resulting in better working performance. In the control algorithm, a PID controller is initially designed using PSO to optimize the control coefficients. The FLC-Sugeno control is then integrated with the PID, in which PSO is utilized to optimize membership functions. Numerical simulation results demonstrate the advantages of the proposed approach.
Doi: 10.28991/ESJ-2022-06-02-01
Full Text: PDF |
first_indexed | 2024-04-12T13:40:21Z |
format | Article |
id | doaj.art-5f0e6bce2d294753a9204db171dc0881 |
institution | Directory Open Access Journal |
issn | 2610-9182 |
language | English |
last_indexed | 2024-04-12T13:40:21Z |
publishDate | 2022-02-01 |
publisher | Ital Publication |
record_format | Article |
series | Emerging Science Journal |
spelling | doaj.art-5f0e6bce2d294753a9204db171dc08812022-12-22T03:30:53ZengItal PublicationEmerging Science Journal2610-91822022-02-016220121610.28991/ESJ-2022-06-02-01282PSO based Hybrid PID-FLC Sugeno Control for Excitation System of Large Synchronous MotorHung Quoc Duong0Quang Hong Nguyen1Duy Tien Nguyen2Lanh Van Nguyen3Thai Nguyen University of Technology (TNUT), Thai Nguyen city, Thai Nguyen 251750,Thai Nguyen University of Technology (TNUT), Thai Nguyen city, Thai Nguyen 251750,Thai Nguyen University of Technology (TNUT), Thai Nguyen city, Thai Nguyen 251750,1) Thai Nguyen University of Technology (TNUT), Thai Nguyen city, Thai Nguyen 251750, Vietnam. 2) University of Technology Sydney (UTS), 15 Broadway, Ultimo NSW 2007,This paper proposes a hybrid control system integrating a PID controller and a fuzzy logic controller, using the particle swarm optimization (PSO) algorithm to optimize control parameters. The control object is an excitation system for a large synchronous motor, which is widely used in large power transmission systems. In practice, the change in load and excitation source can affect the operating mode of the motor. Therefore, a hybrid controller is designed to stabilize the power factor, resulting in better working performance. In the control algorithm, a PID controller is initially designed using PSO to optimize the control coefficients. The FLC-Sugeno control is then integrated with the PID, in which PSO is utilized to optimize membership functions. Numerical simulation results demonstrate the advantages of the proposed approach. Doi: 10.28991/ESJ-2022-06-02-01 Full Text: PDFhttps://www.ijournalse.org/index.php/ESJ/article/view/846synchronous motorexcitation systemparticle swarm optimizationpsofuzzy logic controller. |
spellingShingle | Hung Quoc Duong Quang Hong Nguyen Duy Tien Nguyen Lanh Van Nguyen PSO based Hybrid PID-FLC Sugeno Control for Excitation System of Large Synchronous Motor Emerging Science Journal synchronous motor excitation system particle swarm optimization pso fuzzy logic controller. |
title | PSO based Hybrid PID-FLC Sugeno Control for Excitation System of Large Synchronous Motor |
title_full | PSO based Hybrid PID-FLC Sugeno Control for Excitation System of Large Synchronous Motor |
title_fullStr | PSO based Hybrid PID-FLC Sugeno Control for Excitation System of Large Synchronous Motor |
title_full_unstemmed | PSO based Hybrid PID-FLC Sugeno Control for Excitation System of Large Synchronous Motor |
title_short | PSO based Hybrid PID-FLC Sugeno Control for Excitation System of Large Synchronous Motor |
title_sort | pso based hybrid pid flc sugeno control for excitation system of large synchronous motor |
topic | synchronous motor excitation system particle swarm optimization pso fuzzy logic controller. |
url | https://www.ijournalse.org/index.php/ESJ/article/view/846 |
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