Title :
Optimal controller for unmeasured stochastic polynomial system states with state-dependent polynomial input
Author :
Basin, M. ; Loukianov, A. ; Hernandez-Gonzalez, M.
fDate :
June 30 2010-July 2 2010
Abstract :
This paper presents the optimal quadratic-Gaussian controller for unmeasured stochastic polynomial system states with a state-dependent polynomial control input and a quadratic criterion over linear observations. The optimal closed-form controller equations are obtained using the separation principle, whose applicability to the considered problem is substantiated. As an intermediate result, the paper gives a closed-form solution of the optimal regulator (control) problem for stochastic polynomial systems with a state-dependent polynomial control input and a quadratic criterion. Performance of the obtained optimal controller is verified in the illustrative example against the conventional LQG controller that is optimal for linearized systems. Simulation graphs demonstrating overall performance and computational accuracy of the designed optimal controller are included.
Keywords :
linear quadratic Gaussian control; optimal control; polynomials; stochastic systems; LQG controller; optimal closed-form controller equation; optimal quadratic-Gaussian controller; separation principle; state-dependent polynomial control; stochastic polynomial system; Closed-form solution; Control systems; Differential equations; Filtering theory; Nonlinear control systems; Nonlinear filters; Optimal control; Polynomials; Regulators; Stochastic systems;
Conference_Titel :
American Control Conference (ACC), 2010
Conference_Location :
Baltimore, MD
Print_ISBN :
978-1-4244-7426-4
DOI :
10.1109/ACC.2010.5531298