Fuzzy Predictive Control of a Variable Speed Wind Turbine
This paper introduces a fuzzy model predictive control (FMPC) using Linear Matrix Inequalities (LMI) approach. The FMPC law can be easily obtained by solving a convex optimization problem subject to several LMI conditions. Then such controller is constructed to control a variable wind turbine. For t...
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Published in | Energy procedia Vol. 42; pp. 357 - 366 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
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Elsevier Ltd
2013
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ISSN | 1876-6102 1876-6102 |
DOI | 10.1016/j.egypro.2013.11.036 |
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Abstract | This paper introduces a fuzzy model predictive control (FMPC) using Linear Matrix Inequalities (LMI) approach. The FMPC law can be easily obtained by solving a convex optimization problem subject to several LMI conditions. Then such controller is constructed to control a variable wind turbine. For this purpose, a model predictive control approach with blade pitch and generator torque as two control inputs with the objective to control power is proposed. The effectiveness of our proposed approach is shown by simulation results |
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AbstractList | This paper introduces a fuzzy model predictive control (FMPC) using Linear Matrix Inequalities (LMI) approach. The FMPC law can be easily obtained by solving a convex optimization problem subject to several LMI conditions. Then such controller is constructed to control a variable wind turbine. For this purpose, a model predictive control approach with blade pitch and generator torque as two control inputs with the objective to control power is proposed. The effectiveness of our proposed approach is shown by simulation results |
Author | Bououden, Sofiane Chadli, Mohammed Filali, Salim |
Author_xml | – sequence: 1 givenname: Sofiane surname: Bououden fullname: Bououden, Sofiane organization: Faculté des sciences et technologie, Université Abbes Laghrour Khenchela, Algérie – sequence: 2 givenname: Salim surname: Filali fullname: Filali, Salim organization: Laboratoire d’automatique et de robotique-Faculté des Sciences Route d’Ain El Bey, Université de Constantine, Algérie – sequence: 3 givenname: Mohammed surname: Chadli fullname: Chadli, Mohammed organization: University of Picardie Jules Verne, MIS (EA 4029)33 rue Saint-Leu, 80039 Amiens, France |
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Cites_doi | 10.1016/j.conengprac.2004.03.006 10.1002/we.503 10.1016/S0967-0661(97)00097-X 10.1049/cp:19960927 10.1109/TSTE.2011.2153217 10.1109/MED.2007.4433869 10.1016/j.conengprac.2004.10.013 10.2514/6.2006-602 10.1109/TSMC.1985.6313399 |
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Keywords | Model predictive control fuzzy systems Modeling of wind turbines LMI design |
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References | Fletcher (bib0055) 1991 Espinosa, Vandewalle, Wertz (bib0045) 2005 Leithead, Delasalle, Reardon (bib0080) 1991; 138 Maciejowski (bib0090) 2002 B. Boukhezzar and H. Siguerdidjane, “Nonlinear Control of Variable Speed Wind Turbines for Power Regulation,” in Proc. 2005 IEEE CCA., Toronto, Canada, August, 2005. Chadli, El Hajjaji (bib0035) 2010 Bazaraa, Sherali, Shetty (bib0005) 1993 Miller, Muljadi, Zinger (bib0095) 1997; 12 Barlas, van der Veen, van Kuik (bib0140) 2012; 15 Munteanu, Cultululis, Bratcu, Ceanga (bib0105) 2005; 13 Knudsen, Andersen, Toffner-Clausen (bib0075) 1997 Bianchi, De Battista, Mantz (bib0010) 2006 Soliman, Malik, Westwick (bib0135) 2011; 2 Harnefors (bib0070) 1996 Nanayakkara, Nakamura, Hatazaki (bib0115) 1997; 5 Bianchi, Mantz, Christiansen (bib0015) 2005; 13 R. Fletcher, Minimizing general functions subject to linear constraints, Numerical methods for non-linear optimization, F.A. Lootsma editor, pp. 279-296, Academic Press 1972. Takagi, Sugeno (bib0125) 1985; 15 T. Ekelund, Modeling and Linear Quadratic Optimal Control of Wind Turbines. PhD thesis, Chalmers University of Technology, Sweden, April 1997. Rossiter (bib0120) 2003 M.M. Handand, M.J. Balas, “Non-linear and linear model based controller design for variable-speed wind turbines,” (1999) pp.1-8.NREL ReportNo.CP-500-26244. Lescher, Zhao, Borne (bib0085) 2006; 1 P.E. Gill, W. Murray, Linearly constrained problems including linear and quadratic programming, The state of the art in numerical analysis, D. Jacobs editor, pp. 313-363, Academic Press 1977. Nakamura, Morimoto, Sanada, Takeda (bib0110) 2002; 3 Boyd, Ghaoui, Feron, Balakrishnan (bib0025) 1994 S.C. Thomsen, N.K. Poulsen, A disturbance decoupling nonlinear control law for variable speed wind turbines, The 15th IEEE Mediterranean Conference on control and Automation MED’07, Athens, Greece, 2007, pp. 27-29. Boyd (bib0030) 1994 Ming, Gengyin, Ming, Chengyong (bib0100) Jun 2007 Lescher (10.1016/j.egypro.2013.11.036_bib0085) 2006; 1 Ming (10.1016/j.egypro.2013.11.036_bib0100) 2007 Rossiter (10.1016/j.egypro.2013.11.036_bib0120) 2003 Soliman (10.1016/j.egypro.2013.11.036_bib0135) 2011; 2 10.1016/j.egypro.2013.11.036_bib0065 10.1016/j.egypro.2013.11.036_bib0020 10.1016/j.egypro.2013.11.036_bib0040 10.1016/j.egypro.2013.11.036_bib0060 Maciejowski (10.1016/j.egypro.2013.11.036_bib0090) 2002 Fletcher (10.1016/j.egypro.2013.11.036_bib0055) 1991 Harnefors (10.1016/j.egypro.2013.11.036_bib0070) 1996 Espinosa (10.1016/j.egypro.2013.11.036_bib0045) 2005 Nakamura (10.1016/j.egypro.2013.11.036_bib0110) 2002; 3 Takagi (10.1016/j.egypro.2013.11.036_bib0125) 1985; 15 Barlas (10.1016/j.egypro.2013.11.036_bib0140) 2012; 15 Miller (10.1016/j.egypro.2013.11.036_bib0095) 1997; 12 Knudsen (10.1016/j.egypro.2013.11.036_bib0075) 1997 10.1016/j.egypro.2013.11.036_bib0130 10.1016/j.egypro.2013.11.036_bib0050 Boyd (10.1016/j.egypro.2013.11.036_bib0025) 1994 Munteanu (10.1016/j.egypro.2013.11.036_bib0105) 2005; 13 Bianchi (10.1016/j.egypro.2013.11.036_bib0015) 2005; 13 Boyd (10.1016/j.egypro.2013.11.036_bib0030) 1994 Leithead (10.1016/j.egypro.2013.11.036_bib0080) 1991; 138 Bianchi (10.1016/j.egypro.2013.11.036_bib0010) 2006 Nanayakkara (10.1016/j.egypro.2013.11.036_bib0115) 1997; 5 Bazaraa (10.1016/j.egypro.2013.11.036_bib0005) 1993 Chadli (10.1016/j.egypro.2013.11.036_bib0035) 2010 |
References_xml | – reference: R. Fletcher, Minimizing general functions subject to linear constraints, Numerical methods for non-linear optimization, F.A. Lootsma editor, pp. 279-296, Academic Press 1972. – start-page: 279 year: 1996 end-page: 282 ident: bib0070 article-title: speed estimation from noisy resolver signal, in Proc publication-title: 6th Int. Conf. Power Electron. And Variable Speed Drives – year: 2003 ident: bib0120 article-title: Model-based predictive control: a piratical approach. – reference: T. Ekelund, Modeling and Linear Quadratic Optimal Control of Wind Turbines. PhD thesis, Chalmers University of Technology, Sweden, April 1997. – reference: M.M. Handand, M.J. Balas, “Non-linear and linear model based controller design for variable-speed wind turbines,” (1999) pp.1-8.NREL ReportNo.CP-500-26244. – start-page: 546 year: 1997 end-page: 550 ident: bib0075 article-title: Comparing PI and Robust pitch controllers on a 400kW wind turbine by full- scale tests publication-title: Proceeding of the European Wind Energy Conference – year: 2006 ident: bib0010 article-title: Wind turbine control systems – year: 1991 ident: bib0055 article-title: Practical methods of optimization – year: 1993 ident: bib0005 article-title: Nonlinear programming publication-title: Theory and algorithms – volume: 3 start-page: 1435 year: 2002 end-page: 1440 ident: bib0110 article-title: Optimum control of IPMSG for wind generation system publication-title: Power Conversion Conference – start-page: 1365 year: 2010 end-page: 1370 ident: bib0035 article-title: Wind energy conversion systems control using T-S fuzzy modeling, 18th Mediterranean conference on control and Automation, IEEE-MED’10 publication-title: Marrakech, Morocco – volume: 13 start-page: 903 year: 2005 end-page: 912 ident: bib0105 article-title: Optimization of variable speed wind power systems based an LQG approach publication-title: Control Engineering Practice – year: 2002 ident: bib0090 article-title: Predictive control with constraints – volume: 15 start-page: 757 year: 2012 end-page: 771 ident: bib0140 article-title: Model predictive control for wind turbines with distributed active flaps: incorporating inflow signals and actuator constraints publication-title: Wind Energy – volume: 15 start-page: 116 year: 1985 end-page: 132 ident: bib0125 article-title: Fuzzy identification of systems and its application to modeling and control publication-title: IEEE Trans on systems. Man and Cybernetics – reference: P.E. Gill, W. Murray, Linearly constrained problems including linear and quadratic programming, The state of the art in numerical analysis, D. Jacobs editor, pp. 313-363, Academic Press 1977. – volume: 1 start-page: 73 year: 2006 end-page: 84 ident: bib0085 article-title: Switching LPV Controllers for a Variable Speed Pitch Regulated Wind Turbine, International Journal of Computers publication-title: Communication & Control – volume: 13 start-page: 247 year: 2005 end-page: 255 ident: bib0015 article-title: Gain scheduling control of variable speed wind energy conversion systems using quasi-LPV models publication-title: Control Engineering Practice – year: 2005 ident: bib0045 article-title: Fuzzy logic, identification and predictive control – year: 1994 ident: bib0030 article-title: Control System Analysis and Design via Linear Matrix Inequalities publication-title: MOVIC Tutorial Workshop Notes – year: Jun 2007 ident: bib0100 publication-title: Modeling of the wind Turbine with a Permanent Magnet Synchronous Generator for Integration, IEEE Power Engineering Society General Meeting – year: 1994 ident: bib0025 article-title: Linear Matrix Inequalities In Systems and Control Theory, SIAM publication-title: Philadelphia – reference: S.C. Thomsen, N.K. Poulsen, A disturbance decoupling nonlinear control law for variable speed wind turbines, The 15th IEEE Mediterranean Conference on control and Automation MED’07, Athens, Greece, 2007, pp. 27-29. – reference: B. Boukhezzar and H. Siguerdidjane, “Nonlinear Control of Variable Speed Wind Turbines for Power Regulation,” in Proc. 2005 IEEE CCA., Toronto, Canada, August, 2005. – volume: 12 start-page: 181 year: 1997 end-page: 186 ident: bib0095 article-title: A variable speed wind turbine power control, Energy Conversion publication-title: IEEE Transaction on power electronics – volume: 138 start-page: 135 year: 1991 end-page: 148 ident: bib0080 article-title: Role and objectives of control of wind turbines publication-title: IEE Proceeding Part C – volume: 5 start-page: 1063 year: 1997 end-page: 1069 ident: bib0115 article-title: Predictive control of wind turbines in small power systems at high turbulent wind speeds publication-title: Control Engineering Practice – volume: 2 start-page: 215 year: 2011 end-page: 225 ident: bib0135 article-title: Multiple Model Predictive Control for Wind Turbines With Doubly Fed Induction Generators publication-title: IEEE Transaction on Sustainable Energy – volume: 12 start-page: 181 issue: 2 year: 1997 ident: 10.1016/j.egypro.2013.11.036_bib0095 article-title: A variable speed wind turbine power control, Energy Conversion publication-title: IEEE Transaction on power electronics – year: 1993 ident: 10.1016/j.egypro.2013.11.036_bib0005 article-title: Nonlinear programming – volume: 13 start-page: 247 issue: 3 year: 2005 ident: 10.1016/j.egypro.2013.11.036_bib0015 article-title: Gain scheduling control of variable speed wind energy conversion systems using quasi-LPV models publication-title: Control Engineering Practice doi: 10.1016/j.conengprac.2004.03.006 – year: 2006 ident: 10.1016/j.egypro.2013.11.036_bib0010 – year: 2007 ident: 10.1016/j.egypro.2013.11.036_bib0100 publication-title: Modeling of the wind Turbine with a Permanent Magnet Synchronous Generator for Integration, IEEE Power Engineering Society General Meeting – year: 2005 ident: 10.1016/j.egypro.2013.11.036_bib0045 – volume: 15 start-page: 757 issue: 5 year: 2012 ident: 10.1016/j.egypro.2013.11.036_bib0140 article-title: Model predictive control for wind turbines with distributed active flaps: incorporating inflow signals and actuator constraints publication-title: Wind Energy doi: 10.1002/we.503 – volume: 5 start-page: 1063 issue: 8 year: 1997 ident: 10.1016/j.egypro.2013.11.036_bib0115 article-title: Predictive control of wind turbines in small power systems at high turbulent wind speeds publication-title: Control Engineering Practice doi: 10.1016/S0967-0661(97)00097-X – ident: 10.1016/j.egypro.2013.11.036_bib0060 – start-page: 279 year: 1996 ident: 10.1016/j.egypro.2013.11.036_bib0070 article-title: speed estimation from noisy resolver signal, in Proc publication-title: 6th Int. Conf. Power Electron. And Variable Speed Drives doi: 10.1049/cp:19960927 – year: 2003 ident: 10.1016/j.egypro.2013.11.036_bib0120 – volume: 2 start-page: 215 issue: 3 year: 2011 ident: 10.1016/j.egypro.2013.11.036_bib0135 article-title: Multiple Model Predictive Control for Wind Turbines With Doubly Fed Induction Generators publication-title: IEEE Transaction on Sustainable Energy doi: 10.1109/TSTE.2011.2153217 – year: 1994 ident: 10.1016/j.egypro.2013.11.036_bib0030 article-title: Control System Analysis and Design via Linear Matrix Inequalities publication-title: MOVIC Tutorial Workshop Notes – ident: 10.1016/j.egypro.2013.11.036_bib0130 doi: 10.1109/MED.2007.4433869 – ident: 10.1016/j.egypro.2013.11.036_bib0050 – volume: 13 start-page: 903 year: 2005 ident: 10.1016/j.egypro.2013.11.036_bib0105 article-title: Optimization of variable speed wind power systems based an LQG approach publication-title: Control Engineering Practice doi: 10.1016/j.conengprac.2004.10.013 – start-page: 1365 year: 2010 ident: 10.1016/j.egypro.2013.11.036_bib0035 article-title: Wind energy conversion systems control using T-S fuzzy modeling, 18th Mediterranean conference on control and Automation, IEEE-MED’10 publication-title: Marrakech, Morocco – year: 2002 ident: 10.1016/j.egypro.2013.11.036_bib0090 – volume: 3 start-page: 1435 year: 2002 ident: 10.1016/j.egypro.2013.11.036_bib0110 article-title: Optimum control of IPMSG for wind generation system publication-title: Power Conversion Conference – volume: 138 start-page: 135 year: 1991 ident: 10.1016/j.egypro.2013.11.036_bib0080 article-title: Role and objectives of control of wind turbines publication-title: IEE Proceeding Part C – year: 1991 ident: 10.1016/j.egypro.2013.11.036_bib0055 – ident: 10.1016/j.egypro.2013.11.036_bib0020 doi: 10.2514/6.2006-602 – volume: 15 start-page: 116 issue: 1 year: 1985 ident: 10.1016/j.egypro.2013.11.036_bib0125 article-title: Fuzzy identification of systems and its application to modeling and control publication-title: IEEE Trans on systems. Man and Cybernetics doi: 10.1109/TSMC.1985.6313399 – start-page: 546 year: 1997 ident: 10.1016/j.egypro.2013.11.036_bib0075 article-title: Comparing PI and Robust pitch controllers on a 400kW wind turbine by full- scale tests publication-title: Proceeding of the European Wind Energy Conference – volume: 1 start-page: 73 issue: 4 year: 2006 ident: 10.1016/j.egypro.2013.11.036_bib0085 article-title: Switching LPV Controllers for a Variable Speed Pitch Regulated Wind Turbine, International Journal of Computers publication-title: Communication & Control – ident: 10.1016/j.egypro.2013.11.036_bib0040 – year: 1994 ident: 10.1016/j.egypro.2013.11.036_bib0025 article-title: Linear Matrix Inequalities In Systems and Control Theory, SIAM publication-title: Philadelphia – ident: 10.1016/j.egypro.2013.11.036_bib0065 |
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SubjectTerms | fuzzy systems LMI design Model predictive control Modeling of wind turbines |
Title | Fuzzy Predictive Control of a Variable Speed Wind Turbine |
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