Title :
Model simplification and optimal control of stochastic singularly perturbed systems under exponentiated quadratic cost
Author :
Pan, Zigang ; Basar, Tamer
Author_Institution :
Coordinated Sci. Lab., Illinois Univ., Urbana, IL, USA
Abstract :
Studies the optimal control of a class of stochastic singularly perturbed linear systems with noisy state measurements under positively and negatively exponentiated quadratic cost the so-called LEQG problem. The authors identify appropriate “slow” and “fast” subproblems, obtain their optimum solutions (compatible with the corresponding measurement structures), and subsequently study the performances they achieve on the full-order system as the singular perturbation parameter ε becomes sufficiently small. A by-product of this analysis is a more direct derivation (than heretofore available) of the solution to the LEQG problem under noisy state measurements, which allows for a general quadratic cost (with cross terms) in the exponent and correlation between system and measurement noises. Such a general LEQG problem is encountered in the slow-fast decomposition of the full-order problem, even if the original problem does not feature correlated noises. In this general context, the paper also establishes a complete equivalence between the LEQG problem and the H∞-optimal control problem with measurement feedback, though this equivalence does not extend to the slow and fast subproblems arrived at after time-scale separation
Keywords :
H∞ control; feedback; linear systems; optimal control; singularly perturbed systems; stochastic systems; H∞-optimal control; LEQG problem; exponentiated quadratic cost; full-order system; measurement feedback; model simplification; noisy state measurements; singular perturbation parameter; slow-fast decomposition; stochastic singularly perturbed systems; Coordinate measuring machines; Cost function; Linear systems; Noise measurement; Optimal control; Performance analysis; Performance evaluation; Robustness; Stochastic systems; Time measurement;
Conference_Titel :
Decision and Control, 1994., Proceedings of the 33rd IEEE Conference on
Conference_Location :
Lake Buena Vista, FL
Print_ISBN :
0-7803-1968-0
DOI :
10.1109/CDC.1994.411194