Title :
Minimum entropy control for non-linear and non-Gaussian two-input and two-output dynamic stochastic systems
Author :
Zhang, Juyong ; Ren, Minzhen ; Wang, Huifang
Author_Institution :
State Key Lab. of Alternate Electr. Power Syst. with Renewable Energy Sources, North China Electr. Power Univ., Beijing, China
Abstract :
In this study, the problem of control algorithm design for a class of nonlinear two-input and two-output systems with non-Gaussian disturbances is investigated, where a general non-linear auto-regressive moving average with exogenous model is used to describe the system. Based on the deduced probability density functions of tracking errors, a new performance index is established using the entropy and joint entropy so as to characterise the uncertainty of the tracking errors of the closed-loop system. This performance also includes the expectations of tracking errors and the constrains of control energy. A recursive optimisation control algorithm is obtained by minimising the performance index. Moreover, the local stability condition of the closed-loop systems is established after some formulations. Finally, the comparative simulation results are presented to show that the performance of the proposed algorithm is superior to that of proportional-integral-derivative controller.
Keywords :
autoregressive moving average processes; closed loop systems; control system synthesis; minimum entropy methods; nonlinear control systems; optimisation; probability; stability; stochastic systems; three-term control; closed-loop system; control algorithm design; joint entropy; local stability condition; minimum entropy control; nonGaussian disturbances; nonlinear auto-regressive moving average; nonlinear dynamic stochastic system; performance index; probability density functions; proportional-integral-derivative controller; recursive optimisation control; tracking errors; two-input dynamic stochastic system; two-output dynamic stochastic system;
Journal_Title :
Control Theory & Applications, IET
DOI :
10.1049/iet-cta.2011.0791