Title :
Nonlinear optimal trade-off control for LQG problem
Author :
Fucai Qian ; Guo Xie ; Ding Liu ; Wenfang Xie
Author_Institution :
Sch. of Autom. & Inf. Eng., Xi´an Univ. of Technol., Xi´an, China
fDate :
June 30 2010-July 2 2010
Abstract :
For discrete-time Linear Quadratic Gaussian (LQG) control problems, a utility function on the expectation and the variance of the conventional performance index, is considered. The utility function is viewed as an overall objective of system. The nonlinear utility function is first converted into an auxiliary parameters optimization problem about the expectation and the variance. Then an optimal closed-loop feedback controller for the nonseparable mean-variance minimization problem is designed by nonlinear mathematical programming. Finally, simulation results are given to verify the algorithm´s effectiveness obtained in this paper.
Keywords :
closed loop systems; feedback; linear quadratic Gaussian control; minimisation; nonlinear control systems; LQG problem; auxiliary parameters optimization problem; conventional performance index; discrete-time linear quadratic Gaussian control; nonlinear mathematical programming; nonlinear optimal trade-off control; nonlinear utility function; nonseparable mean-variance minimization problem; optimal closed-loop feedback controller; Adaptive control; Control theory; Cost function; Educational programs; Investments; Mathematical programming; Optimal control; Performance analysis; Portfolios; Smoothing methods;
Conference_Titel :
American Control Conference (ACC), 2010
Conference_Location :
Baltimore, MD
Print_ISBN :
978-1-4244-7426-4
DOI :
10.1109/ACC.2010.5531354