Adaptive Model Predictive Control for Yaw System of Variable-speed Wind Turbines
Due to varying characteristics of the wind condition, the performance of the wind turbines can be optimized by adapting the parameters of the control system. In this letter, an adaptive technique is proposed for the novel model predictive control (MPC) for the yaw system of the wind turbines. The co...
| Main Authors: | , , , , , |
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| Format: | Article |
| Language: | English |
| Published: |
IEEE
2021-01-01
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| Series: | Journal of Modern Power Systems and Clean Energy |
| Subjects: | |
| Online Access: | https://ieeexplore.ieee.org/document/9272539/ |
| _version_ | 1830486748597059584 |
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| author | Dongran Song Qing Chang Songyue Zheng Sheng Yang Jian Yang Young Hoon Joo |
| author_facet | Dongran Song Qing Chang Songyue Zheng Sheng Yang Jian Yang Young Hoon Joo |
| author_sort | Dongran Song |
| collection | DOAJ |
| description | Due to varying characteristics of the wind condition, the performance of the wind turbines can be optimized by adapting the parameters of the control system. In this letter, an adaptive technique is proposed for the novel model predictive control (MPC) for the yaw system of the wind turbines. The control horizon is adapted to the one with the best predictive performance among multiple control horizons. The adaptive MPC is demonstrated by simulations using real wind data, and its performance is compared with the baseline MPC at fixed control horizon. Results show that the adaptive MPC provides better comprehensive performance than the baseline ones at different preview time of wind directions. Therefore, the proposed adaptive technique is potentially useful for the wind turbines in the future. |
| first_indexed | 2024-12-21T18:48:35Z |
| format | Article |
| id | doaj.art-d5f31c0b1fe248398aa28ea3c0064c8c |
| institution | Directory Open Access Journal |
| issn | 2196-5420 |
| language | English |
| last_indexed | 2024-12-21T18:48:35Z |
| publishDate | 2021-01-01 |
| publisher | IEEE |
| record_format | Article |
| series | Journal of Modern Power Systems and Clean Energy |
| spelling | doaj.art-d5f31c0b1fe248398aa28ea3c0064c8c2022-12-21T18:53:49ZengIEEEJournal of Modern Power Systems and Clean Energy2196-54202021-01-019121922410.35833/MPCE.2019.0004679272539Adaptive Model Predictive Control for Yaw System of Variable-speed Wind TurbinesDongran Song0Qing Chang1Songyue Zheng2Sheng Yang3Jian Yang4Young Hoon Joo5School of Automation, Central South University, and Hunan Provincial Key Laboratory of Power Electronics Equipment and Grid,Changsha,China,410083School of Automation, Central South University, and Hunan Provincial Key Laboratory of Power Electronics Equipment and Grid,Changsha,China,410083School of Automation, Central South University, and Hunan Provincial Key Laboratory of Power Electronics Equipment and Grid,Changsha,China,410083School of Energy Science and Engineering, Central South University,Changsha,China,410083School of Automation, Central South University, and Hunan Provincial Key Laboratory of Power Electronics Equipment and Grid,Changsha,China,410083School of IT Information and Control Engineering, Kunsan National University,Kunsan,Korea,54150Due to varying characteristics of the wind condition, the performance of the wind turbines can be optimized by adapting the parameters of the control system. In this letter, an adaptive technique is proposed for the novel model predictive control (MPC) for the yaw system of the wind turbines. The control horizon is adapted to the one with the best predictive performance among multiple control horizons. The adaptive MPC is demonstrated by simulations using real wind data, and its performance is compared with the baseline MPC at fixed control horizon. Results show that the adaptive MPC provides better comprehensive performance than the baseline ones at different preview time of wind directions. Therefore, the proposed adaptive technique is potentially useful for the wind turbines in the future.https://ieeexplore.ieee.org/document/9272539/Wind turbineyaw systemwind directionadaptive model predictive control |
| spellingShingle | Dongran Song Qing Chang Songyue Zheng Sheng Yang Jian Yang Young Hoon Joo Adaptive Model Predictive Control for Yaw System of Variable-speed Wind Turbines Journal of Modern Power Systems and Clean Energy Wind turbine yaw system wind direction adaptive model predictive control |
| title | Adaptive Model Predictive Control for Yaw System of Variable-speed Wind Turbines |
| title_full | Adaptive Model Predictive Control for Yaw System of Variable-speed Wind Turbines |
| title_fullStr | Adaptive Model Predictive Control for Yaw System of Variable-speed Wind Turbines |
| title_full_unstemmed | Adaptive Model Predictive Control for Yaw System of Variable-speed Wind Turbines |
| title_short | Adaptive Model Predictive Control for Yaw System of Variable-speed Wind Turbines |
| title_sort | adaptive model predictive control for yaw system of variable speed wind turbines |
| topic | Wind turbine yaw system wind direction adaptive model predictive control |
| url | https://ieeexplore.ieee.org/document/9272539/ |
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