Performance evaluation of random search based methods on model-free wind farm control
This paper investigates the performance of Sequential Random Search (SRS), Fixed Step Size Random search (FSSRS), Optimized Relative Step Size Random Search (ORSSRS) and Adaptive Step Size Random Search (ASSRS) methods on maximizing offshore wind farms power production. The RS based methods are used...
| Main Authors: | , , , |
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| Format: | Book Chapter |
| Language: | English English |
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Springer Singapore
2018
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| Subjects: | |
| Online Access: | http://umpir.ump.edu.my/id/eprint/21638/1/book43.%20Performance%20Evaluation%20of%20Random%20Search%20Based%20Methods.pdf http://umpir.ump.edu.my/id/eprint/21638/2/book43.1%20Performance%20Evaluation%20of%20Random%20Search%20Based%20Methods.pdf |
| _version_ | 1796992799231442944 |
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| author | Hao, Mok Ren Mohd Ashraf, Ahmad Raja Mohd Taufika, Raja Ismail Ahmad Nor Kasruddin, Nasir |
| author_facet | Hao, Mok Ren Mohd Ashraf, Ahmad Raja Mohd Taufika, Raja Ismail Ahmad Nor Kasruddin, Nasir |
| author_sort | Hao, Mok Ren |
| collection | UMP |
| description | This paper investigates the performance of Sequential Random Search (SRS), Fixed Step Size Random search (FSSRS), Optimized Relative Step Size Random Search (ORSSRS) and Adaptive Step Size Random Search (ASSRS) methods on maximizing offshore wind farms power production. The RS based methods are used to tune the control parameter of each turbine to its optimum until the wind farm total power production is maximized. The validation of this investigation is performed using the Horns Rev wind farm model with turbulence interaction between turbines. Simulation results show that Optimized Relative Step Size Random Search (ORSSRS) produces higher total power production as compared to other types of RS based methods. |
| first_indexed | 2024-03-06T12:25:01Z |
| format | Book Chapter |
| id | UMPir21638 |
| institution | Universiti Malaysia Pahang |
| language | English English |
| last_indexed | 2024-03-06T12:25:01Z |
| publishDate | 2018 |
| publisher | Springer Singapore |
| record_format | dspace |
| spelling | UMPir216382018-08-06T08:30:15Z http://umpir.ump.edu.my/id/eprint/21638/ Performance evaluation of random search based methods on model-free wind farm control Hao, Mok Ren Mohd Ashraf, Ahmad Raja Mohd Taufika, Raja Ismail Ahmad Nor Kasruddin, Nasir TK Electrical engineering. Electronics Nuclear engineering This paper investigates the performance of Sequential Random Search (SRS), Fixed Step Size Random search (FSSRS), Optimized Relative Step Size Random Search (ORSSRS) and Adaptive Step Size Random Search (ASSRS) methods on maximizing offshore wind farms power production. The RS based methods are used to tune the control parameter of each turbine to its optimum until the wind farm total power production is maximized. The validation of this investigation is performed using the Horns Rev wind farm model with turbulence interaction between turbines. Simulation results show that Optimized Relative Step Size Random Search (ORSSRS) produces higher total power production as compared to other types of RS based methods. Springer Singapore 2018-04-28 Book Chapter PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/21638/1/book43.%20Performance%20Evaluation%20of%20Random%20Search%20Based%20Methods.pdf pdf en http://umpir.ump.edu.my/id/eprint/21638/2/book43.1%20Performance%20Evaluation%20of%20Random%20Search%20Based%20Methods.pdf Hao, Mok Ren and Mohd Ashraf, Ahmad and Raja Mohd Taufika, Raja Ismail and Ahmad Nor Kasruddin, Nasir (2018) Performance evaluation of random search based methods on model-free wind farm control. In: Intelligent Manufacturing & Mechatronics: Proceedings of Symposium, 29 January 2018, Pekan, Pahang, Malaysia. Lecture Notes in Mechanical Engineering . Springer Singapore, Singapore, pp. 657-670. ISBN 9789811087875 https://link.springer.com/chapter/10.1007%2F978-981-10-8788-2_60 DOI: 10.1007/978-981-10-8788-2_60 |
| spellingShingle | TK Electrical engineering. Electronics Nuclear engineering Hao, Mok Ren Mohd Ashraf, Ahmad Raja Mohd Taufika, Raja Ismail Ahmad Nor Kasruddin, Nasir Performance evaluation of random search based methods on model-free wind farm control |
| title | Performance evaluation of random search based methods on model-free wind farm control |
| title_full | Performance evaluation of random search based methods on model-free wind farm control |
| title_fullStr | Performance evaluation of random search based methods on model-free wind farm control |
| title_full_unstemmed | Performance evaluation of random search based methods on model-free wind farm control |
| title_short | Performance evaluation of random search based methods on model-free wind farm control |
| title_sort | performance evaluation of random search based methods on model free wind farm control |
| topic | TK Electrical engineering. Electronics Nuclear engineering |
| url | http://umpir.ump.edu.my/id/eprint/21638/1/book43.%20Performance%20Evaluation%20of%20Random%20Search%20Based%20Methods.pdf http://umpir.ump.edu.my/id/eprint/21638/2/book43.1%20Performance%20Evaluation%20of%20Random%20Search%20Based%20Methods.pdf |
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