Application of neural network controller for maximum power extraction of a grid-connected wind turbine system

作者: Kyoungsoo Ro , Han-ho Choi

DOI: 10.1007/S00202-004-0254-2

关键词: AC powerInduction generatorControl theoryTurbine bladeTurbineWind speedControl theoryPower optimizerEngineeringMaximum power principle

摘要: This paper presents a neural network (NN) pitch controller of grid-connected wind turbine system for extracting maximum power from and proves that its performance using the NN would be better than classical PI controller. It discusses control algorithm presents, in graphical form, relationship output, rotor speed, coefficient, tip-speed ratio with speed when is operated under algorithm. The describes modeling simulation horizontal axis system, which includes drive train model, induction generator grid-interface model dynamics analysis. objective to extract transfer grid. achieved by controlling angle blades firing angles inverter switches. results performed on MATLAB show variations torque, angle, real/reactive injected into grid, etc. Based results, effectiveness proposed controllers verified.

参考文章(9)
Prabha Kundur, Power system stability and control McGraw-Hill. ,(1994)
Z Chen, S Arnalte, M McCormick, A fuzzy logic controlled power electronic system for variable speed wind energy conversion systems 8th International Conference on Power Electronics and Variable Speed Drives. pp. 114- 119 ,(2000) , 10.1049/CP:20000230
K. Rajendiran, W.W. Keerthipala, C.V. Nayar, PSCAD/EMTDC based simulation of a wind-diesel conversion scheme 2000 IEEE Power Engineering Society Winter Meeting. Conference Proceedings (Cat. No.00CH37077). ,vol. 1, pp. 505- 510 ,(2000) , 10.1109/PESW.2000.850015
E. Muljadi, C.P. Butterfield, Pitch-controlled variable-speed wind turbine generation ieee industry applications society annual meeting. ,vol. 1, pp. 323- 330 ,(1999) , 10.1109/IAS.1999.799974
M Godoy Simoes, Bimal K Bose, Ronald J Spiegel, Fuzzy logic based intelligent control of a variable speed cage machine wind generation system power electronics specialists conference. ,vol. 12, pp. 87- 95 ,(1995) , 10.1109/63.554173
M Maarten Steinbuch, Optimal multivariable control of a wind turbine with variable speed Wind Engineering. ,vol. 11, pp. 153- 163 ,(1987)
W.E. Leithead, S. de la Salle, D. Reardon, Role and objectives of control for wind turbines IEE Proceedings C Generation, Transmission and Distribution. ,vol. 138, pp. 135- 148 ,(1991) , 10.1049/IP-C.1991.0017
R. Chedid, F. Mrad, M. Basma, Intelligent control of a class of wind energy conversion systems IEEE Transactions on Energy Conversion. ,vol. 14, pp. 1597- 1604 ,(1999) , 10.1109/60.815111