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...
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| التنسيق: | مقال |
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Springer Nature Singapore Pte Ltd.
2018
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| الوصول للمادة أونلاين: | http://umpir.ump.edu.my/id/eprint/21719/1/Performance%20Evaluation%20of%20Random.pdf http://umpir.ump.edu.my/id/eprint/21719/ https://link.springer.com/chapter/10.1007/978-981-10-8788-2_60 |
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my.ump.umpir.217192018-09-24T07:26:41Z http://umpir.ump.edu.my/id/eprint/21719/ Performance evaluation of random search based methods on model-free wind farm control Mok Ren, Hao 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 Nature Singapore Pte Ltd. 2018-01-29 Article PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/21719/1/Performance%20Evaluation%20of%20Random.pdf Mok Ren, Hao 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. Intelligent Manufacturing & Mechatronics. pp. 657-670. ISSN 2195-4364. (Published) https://link.springer.com/chapter/10.1007/978-981-10-8788-2_60 10.1007/978-981-10-8788-2 |
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Universiti Malaysia Pahang Al-Sultan Abdullah |
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UMPSA Library |
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Institutional Repository |
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Asia |
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Malaysia |
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Universiti Malaysia Pahang Al-Sultan Abdullah |
| content_source |
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| language |
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| topic |
TK Electrical engineering. Electronics Nuclear engineering |
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TK Electrical engineering. Electronics Nuclear engineering Mok Ren, Hao 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 |
| 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. |
| format |
Article |
| author |
Mok Ren, Hao Mohd Ashraf, Ahmad Raja Mohd Taufika, Raja Ismail Ahmad Nor Kasruddin, Nasir |
| author_facet |
Mok Ren, Hao Mohd Ashraf, Ahmad Raja Mohd Taufika, Raja Ismail Ahmad Nor Kasruddin, Nasir |
| author_sort |
Mok Ren, Hao |
| title |
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_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_sort |
performance evaluation of random search based methods on model-free wind farm control |
| publisher |
Springer Nature Singapore Pte Ltd. |
| publishDate |
2018 |
| url |
http://umpir.ump.edu.my/id/eprint/21719/1/Performance%20Evaluation%20of%20Random.pdf http://umpir.ump.edu.my/id/eprint/21719/ https://link.springer.com/chapter/10.1007/978-981-10-8788-2_60 |
| _version_ |
1822920254967250944 |
| score |
13.251813 |