A Type-2 Fuzzy Controller for Floating Tension-Leg Platforms in Wind Turbines
This paper proposes a type-2 fuzzy controller for floating tension-leg platforms in wind turbines. Its main objective is to stabilize and control offshore floating wind turbines exposed to oscillating motions. The proposed approach assumes that the dynamics of all units are completely unknown. The l...
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Published in | Energies (Basel) Vol. 15; no. 5; p. 1705 |
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Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
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Abstract | This paper proposes a type-2 fuzzy controller for floating tension-leg platforms in wind turbines. Its main objective is to stabilize and control offshore floating wind turbines exposed to oscillating motions. The proposed approach assumes that the dynamics of all units are completely unknown. The latter are approximated using the proposed Sugeno-based type-2 fuzzy approach. A nonlinear Kalman-based algorithm is developed for parameter optimization, and linear matrix inequalities are derived to analyze the system’s stability. For the fuzzy system, both rules and membership functions are optimized. Additionally, in the designed approach, the estimation error of the type-2 fuzzy approach is also considered in the stability analysis. The effectiveness and performance of the proposed approach is assessed using a simulation study of a tension leg platform subject to various disturbance modes. |
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AbstractList | This paper proposes a type-2 fuzzy controller for floating tension-leg platforms in wind turbines. Its main objective is to stabilize and control offshore floating wind turbines exposed to oscillating motions. The proposed approach assumes that the dynamics of all units are completely unknown. The latter are approximated using the proposed Sugeno-based type-2 fuzzy approach. A nonlinear Kalman-based algorithm is developed for parameter optimization, and linear matrix inequalities are derived to analyze the system’s stability. For the fuzzy system, both rules and membership functions are optimized. Additionally, in the designed approach, the estimation error of the type-2 fuzzy approach is also considered in the stability analysis. The effectiveness and performance of the proposed approach is assessed using a simulation study of a tension leg platform subject to various disturbance modes. |
Author | Fekih, Afef Alanazi, Abdullah K. Mohammadzadeh, Ardashir Firouzi, Behnam Alattas, Khalid A. Bakouri, Mohsen Mobayen, Saleh |
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SubjectTerms | Algorithms Alternative energy sources Controllers Decision making Design Distance learning Fuzzy logic Fuzzy sets intelligent control learning algorithm Methods Renewable resources Systems stability tension leg platforms (TLP) Turbines type-2 fuzzy control (T2FLC) wind turbine |
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Title | A Type-2 Fuzzy Controller for Floating Tension-Leg Platforms in Wind Turbines |
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