Title :
Particle Swarm Optimization for Discrete-Time Inverse Optimal Control of a Doubly Fed Induction Generator
Author :
Ruiz-Cruz, Riemann ; Sanchez, Edgar N. ; Ornelas-Tellez, Fernando ; Loukianov, Alexander G. ; Harley, Ronald G.
Author_Institution :
CINVESTAV-IPN, Zapopan, Mexico
Abstract :
In this paper, the authors propose a particle swarm optimization (PSO) for a discrete-time inverse optimal control scheme of a doubly fed induction generator (DFIG). For the inverse optimal scheme, a control Lyapunov function (CLF) is proposed to obtain an inverse optimal control law in order to achieve trajectory tracking. A posteriori, it is established that this control law minimizes a meaningful cost function. The CLFs depend on matrix selection in order to achieve the control objectives; this matrix is determined by two mechanisms: initially, fixed parameters are proposed for this matrix by a trial-and-error method and then by using the PSO algorithm. The inverse optimal control scheme is illustrated via simulations for the DFIG, including the comparison between both mechanisms.
Keywords :
Lyapunov methods; asynchronous generators; discrete time systems; machine control; matrix algebra; optimal control; particle swarm optimisation; CLF; DFIG; PSO; control Lyapunov function; cost function; discrete-time inverse optimal control scheme; doubly fed induction generator; fixed parameters; matrix selection; particle swarm optimization; trajectory tracking; trial-and-error method; Cost function; Equations; Mathematical model; Optimal control; Rotors; Stators; Torque; Doubly fed induction generator (DFIG); grid side converter (GSC); inverse optimal control; particle swarm optimization (PSO); rotor side converter (RSC); wind energy;
Journal_Title :
Cybernetics, IEEE Transactions on
DOI :
10.1109/TSMCB.2012.2228188