Fuzzy-Swarm Controller for Automatic Voltage Regulator of Synchronous Generator
The main objective of this work is to propose Artificial Intelligence (AI) controller to enhance the performance of Automatic Voltage Regulator (AVR) of a Synchronous Generator (SG) during different loading conditions. The proposed mathematical model of the SG with saturation nonlinearities is conne...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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Unviversity of Technology- Iraq
2012-01-01
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| Series: | Engineering and Technology Journal |
| Subjects: | |
| Online Access: | https://etj.uotechnology.edu.iq/article_25877_242237e9989ae043c79b5d185577e597.pdf |
| _version_ | 1797325605334679552 |
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| author | Abdulrahim Thiab Humod Wisam Najm Al-Din Abed |
| author_facet | Abdulrahim Thiab Humod Wisam Najm Al-Din Abed |
| author_sort | Abdulrahim Thiab Humod |
| collection | DOAJ |
| description | The main objective of this work is to propose Artificial Intelligence (AI) controller to enhance the performance of Automatic Voltage Regulator (AVR) of a Synchronous Generator (SG) during different loading conditions. The proposed mathematical model of the SG with saturation nonlinearities is connected to different loads in two ways. The first each load is connected individually and the second the SG loads change during the operation to ensure the robustness of controller for wide load variations. Two types of controllers are used. The first controller is the Proportional-Integral (PI) based on Particle Swarm Optimization (PSO) technique to obtain optimal gains. The second controller is Fuzzy PD+I with gains and Membership Functions (MFs) tuned by PSO technique. The results show the improvement of PI-PSO performance on conventional PI controller; also show the improvement in the performance of Fuzzy PD+I using PSO technique on PI-PSO. The simulation of SG is performed using MATLAB program version 7.10.0.499 (R2010a). |
| first_indexed | 2024-03-08T06:11:47Z |
| format | Article |
| id | doaj.art-beca15dc7da94f2a83e4b2a303090429 |
| institution | Directory Open Access Journal |
| issn | 1681-6900 2412-0758 |
| language | English |
| last_indexed | 2024-03-08T06:11:47Z |
| publishDate | 2012-01-01 |
| publisher | Unviversity of Technology- Iraq |
| record_format | Article |
| series | Engineering and Technology Journal |
| spelling | doaj.art-beca15dc7da94f2a83e4b2a3030904292024-02-04T17:38:24ZengUnviversity of Technology- IraqEngineering and Technology Journal1681-69002412-07582012-01-0130345447310.30684/etj.30.3.1025877Fuzzy-Swarm Controller for Automatic Voltage Regulator of Synchronous GeneratorAbdulrahim Thiab HumodWisam Najm Al-Din AbedThe main objective of this work is to propose Artificial Intelligence (AI) controller to enhance the performance of Automatic Voltage Regulator (AVR) of a Synchronous Generator (SG) during different loading conditions. The proposed mathematical model of the SG with saturation nonlinearities is connected to different loads in two ways. The first each load is connected individually and the second the SG loads change during the operation to ensure the robustness of controller for wide load variations. Two types of controllers are used. The first controller is the Proportional-Integral (PI) based on Particle Swarm Optimization (PSO) technique to obtain optimal gains. The second controller is Fuzzy PD+I with gains and Membership Functions (MFs) tuned by PSO technique. The results show the improvement of PI-PSO performance on conventional PI controller; also show the improvement in the performance of Fuzzy PD+I using PSO technique on PI-PSO. The simulation of SG is performed using MATLAB program version 7.10.0.499 (R2010a).https://etj.uotechnology.edu.iq/article_25877_242237e9989ae043c79b5d185577e597.pdfsynchronous generatorautomatic voltage regulatorpi controllerfuzzy pd |
| spellingShingle | Abdulrahim Thiab Humod Wisam Najm Al-Din Abed Fuzzy-Swarm Controller for Automatic Voltage Regulator of Synchronous Generator Engineering and Technology Journal synchronous generator automatic voltage regulator pi controller fuzzy pd |
| title | Fuzzy-Swarm Controller for Automatic Voltage Regulator of Synchronous Generator |
| title_full | Fuzzy-Swarm Controller for Automatic Voltage Regulator of Synchronous Generator |
| title_fullStr | Fuzzy-Swarm Controller for Automatic Voltage Regulator of Synchronous Generator |
| title_full_unstemmed | Fuzzy-Swarm Controller for Automatic Voltage Regulator of Synchronous Generator |
| title_short | Fuzzy-Swarm Controller for Automatic Voltage Regulator of Synchronous Generator |
| title_sort | fuzzy swarm controller for automatic voltage regulator of synchronous generator |
| topic | synchronous generator automatic voltage regulator pi controller fuzzy pd |
| url | https://etj.uotechnology.edu.iq/article_25877_242237e9989ae043c79b5d185577e597.pdf |
| work_keys_str_mv | AT abdulrahimthiabhumod fuzzyswarmcontrollerforautomaticvoltageregulatorofsynchronousgenerator AT wisamnajmaldinabed fuzzyswarmcontrollerforautomaticvoltageregulatorofsynchronousgenerator |