Title :
Power Optimization and Control in Wind Energy Conversion Systems Using Extremum Seeking
Author :
Ghaffari, Aboozar ; Krstic, Miroslav ; Seshagiri, Saradhi
Author_Institution :
Dept. of Mech. & Aerosp. Eng., Univ. of California at San Diego, La Jolla, CA, USA
Abstract :
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.
Keywords :
asynchronous generators; controllers; direct energy conversion; machine vector control; matrix convertors; maximum power point trackers; optimisation; power control; power grids; squirrel cage motors; stators; transient response; wind turbines; ES design convergence rate; extremum seeking loop nonlinear power control; feedback linearization; field oriented control; grid coupled WECS; induction generator stator electrical frequency regulation; linear control technique; matrix converter; maximum power point tracking; model based power optimization algorithm; nonmodel based optimization approach; squirrel cage stator voltage amplitude regulation; transient response; variable speed wind turbine; wind energy conversion system; Optimization; Reactive power; Stators; Torque; Wind speed; Wind turbines; Adaptive systems; nonlinear control systems; power control; wind power generation; wind power generation.;
Journal_Title :
Control Systems Technology, IEEE Transactions on
DOI :
10.1109/TCST.2014.2303112