Optimal tuning of a wind plant energy production based on improved grey wolf optimizer
The tuning of optimal controller parameters in wind plant is crucial in order to minimize the effect of wake interaction between turbines. The purpose of this paper is to develop an improved grey wolf optimizer (I-GWO) in order to tune the controller parameters of the turbines so that the total ener...
| Main Authors: | , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
IAES
2020
|
| Subjects: | |
| Online Access: | http://umpir.ump.edu.my/id/eprint/30506/ http://umpir.ump.edu.my/id/eprint/30506/1/Optimal%20tuning%20of%20a%20wind%20plant%20energy%20production.pdf |
| _version_ | 1848823531317493760 |
|---|---|
| author | Mohd Zaidi, Mohd Tumari Mohd Muzaffar, Zahar Mohd Ashraf, Ahmad |
| author_facet | Mohd Zaidi, Mohd Tumari Mohd Muzaffar, Zahar Mohd Ashraf, Ahmad |
| author_sort | Mohd Zaidi, Mohd Tumari |
| building | UMP Institutional Repository |
| collection | Online Access |
| description | The tuning of optimal controller parameters in wind plant is crucial in order to minimize the effect of wake interaction between turbines. The purpose of this paper is to develop an improved grey wolf optimizer (I-GWO) in order to tune the controller parameters of the turbines so that the total energy production of a wind plant is increased. The updating mechanism of original GWO is modified to improve the efficiency of exploration and exploitation phase while avoiding trapping in local minima solution. A row of ten turbines is considered to evaluate the effectiveness of the I-GWO by maximizing the total energy production. The proposed approach is compared with original GWO and previously published modified GWO. Finally, I-GWO produces the highest total energy production as compared to other methods, as shown in statistical performance analysis. |
| first_indexed | 2025-11-15T02:58:37Z |
| format | Article |
| id | ump-30506 |
| institution | Universiti Malaysia Pahang |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T02:58:37Z |
| publishDate | 2020 |
| publisher | IAES |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | ump-305062021-06-30T14:25:29Z http://umpir.ump.edu.my/id/eprint/30506/ Optimal tuning of a wind plant energy production based on improved grey wolf optimizer Mohd Zaidi, Mohd Tumari Mohd Muzaffar, Zahar Mohd Ashraf, Ahmad TK Electrical engineering. Electronics Nuclear engineering The tuning of optimal controller parameters in wind plant is crucial in order to minimize the effect of wake interaction between turbines. The purpose of this paper is to develop an improved grey wolf optimizer (I-GWO) in order to tune the controller parameters of the turbines so that the total energy production of a wind plant is increased. The updating mechanism of original GWO is modified to improve the efficiency of exploration and exploitation phase while avoiding trapping in local minima solution. A row of ten turbines is considered to evaluate the effectiveness of the I-GWO by maximizing the total energy production. The proposed approach is compared with original GWO and previously published modified GWO. Finally, I-GWO produces the highest total energy production as compared to other methods, as shown in statistical performance analysis. IAES 2020-02 Article PeerReviewed pdf en cc_by_sa_4 http://umpir.ump.edu.my/id/eprint/30506/1/Optimal%20tuning%20of%20a%20wind%20plant%20energy%20production.pdf Mohd Zaidi, Mohd Tumari and Mohd Muzaffar, Zahar and Mohd Ashraf, Ahmad (2020) Optimal tuning of a wind plant energy production based on improved grey wolf optimizer. Bulletin of Electrical Engineering and Informatics, 10 (1). pp. 23-30. ISSN 2089-3191 (Print); 2302-9285 (Online). (Published) https://doi.org/10.11591/eei.v10i1.2509 https://doi.org/10.11591/eei.v10i1.2509 |
| spellingShingle | TK Electrical engineering. Electronics Nuclear engineering Mohd Zaidi, Mohd Tumari Mohd Muzaffar, Zahar Mohd Ashraf, Ahmad Optimal tuning of a wind plant energy production based on improved grey wolf optimizer |
| title | Optimal tuning of a wind plant energy production based on improved grey wolf optimizer |
| title_full | Optimal tuning of a wind plant energy production based on improved grey wolf optimizer |
| title_fullStr | Optimal tuning of a wind plant energy production based on improved grey wolf optimizer |
| title_full_unstemmed | Optimal tuning of a wind plant energy production based on improved grey wolf optimizer |
| title_short | Optimal tuning of a wind plant energy production based on improved grey wolf optimizer |
| title_sort | optimal tuning of a wind plant energy production based on improved grey wolf optimizer |
| topic | TK Electrical engineering. Electronics Nuclear engineering |
| url | http://umpir.ump.edu.my/id/eprint/30506/ http://umpir.ump.edu.my/id/eprint/30506/ http://umpir.ump.edu.my/id/eprint/30506/ http://umpir.ump.edu.my/id/eprint/30506/1/Optimal%20tuning%20of%20a%20wind%20plant%20energy%20production.pdf |