Power Optimization and Control in Wind Energy Conversion Systems Using Extremum Seeking

被引:98
作者
Ghaffari, Azad [1 ]
Krstic, Miroslav [1 ]
Seshagiri, Sridhar [2 ]
机构
[1] Univ Calif San Diego, Dept Mech & Aerosp Engn, La Jolla, CA 92093 USA
[2] San Diego State Univ, Dept Elect & Comp Engn, San Diego, CA 92182 USA
关键词
Adaptive systems; nonlinear control systems; power control; wind power generation; STABILITY; TURBINES; ALGORITHM; FLOW;
D O I
10.1109/TCST.2014.2303112
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Power optimization and control for grid-coupled wind energy conversion systems (WECS) has been extensively studied for variable speed wind turbines. However, existing methods widely use model-based power optimization algorithms in the outer loop along with linear control techniques in the inner loop. The transient performance of this combination is dependent on the system's operating point, especially under fast varying wind regimes. We employ extremum seeking (ES) in the outer loop, which is a nonmodel-based optimization approach, to perform maximum power point tracking, i.e., extract maximum power from WECS in their subrated power region. Since the convergence rate of the ES design may be limited by the speed of the system dynamics, we also design a nonlinear controller, based on the field-oriented control concept and feedback linearization, that yields improvement in convergence rate by two orders of magnitude. The outer ES loop tunes the turbine speed to maximize power capture for all wind speeds within the subrated power operating conditions. The inner-loop nonlinear control maintains fast transient response through a matrix converter, by regulating the electrical frequency and voltage amplitude of the stator of the (squirrel-cage) induction generator. Simulation results are presented to show the effectiveness of the proposed design.
引用
收藏
页码:1684 / 1695
页数:12
相关论文
共 37 条
[1]   STABILITY SIMULATION OF WIND TURBINE SYSTEMS [J].
ANDERSON, PM ;
BOSE, A .
IEEE TRANSACTIONS ON POWER APPARATUS AND SYSTEMS, 1983, 102 (12) :3791-3795
[2]  
[Anonymous], 2008, SAND20084809 SAND NA
[3]  
Ariyur K. B., 2003, REAL TIME OPTIMIZATI
[4]   An adaptive algorithm for control of combustion instability [J].
Banaszuk, A ;
Ariyur, KB ;
Krstic, M ;
Jacobson, CA .
AUTOMATICA, 2004, 40 (11) :1965-1972
[5]   Maximum Power Tracking Control for a Wind Turbine System Including a Matrix Converter [J].
Barakati, S. Masoud ;
Kazerani, Mehrdad ;
Aplevich, J. Dwight .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 2009, 24 (03) :705-713
[6]  
BARAKATI SM, 2008, THESIS U WATERLOO WA
[7]   Adaptive closed-loop separation controlon a high-lift configuration using extremum seeking [J].
Becker, Ralf ;
King, Rudibert ;
Petz, Ralf ;
Nitsche, Wolfgang .
AIAA JOURNAL, 2007, 45 (06) :1382-1392
[8]   ANALYSIS AND DESIGN OF A MICROCOMPUTER-BASED OBSERVER FOR AN INDUCTION MACHINE [J].
BELLINI, A ;
FIGALLI, G ;
ULIVI, G .
AUTOMATICA, 1988, 24 (04) :549-555
[9]  
Bratcu Antoneta Iuliana, 2007, EUROCON 2007. International Conference on "Computer as a Tool", P2536, DOI 10.1109/EURCON.2007.4400523
[10]   Analytical and Experimental Evaluation of a WECS Based on a Cage Induction Generator Fed by a Matrix Converter [J].
Cardenas, Roberto ;
Pena, Ruben ;
Clare, Jon ;
Wheeler, Patrick .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 2011, 26 (01) :204-215