DocumentCode
1089653
Title
Risk-sensitive control and dynamic games for partially observed discrete-time nonlinear systems
Author
James, Matthew R. ; Baras, John S. ; Elliott, Robert J.
Author_Institution
Dept. of Syst. Eng., Australian Nat. Univ., Canberra, ACT, Australia
Volume
39
Issue
4
fYear
1994
fDate
4/1/1994 12:00:00 AM
Firstpage
780
Lastpage
792
Abstract
Solves a finite-horizon partially observed risk-sensitive stochastic optimal control problem for discrete-time nonlinear systems and obtains small noise and small risk limits. The small noise limit is interpreted as a deterministic partially observed dynamic game, and new insights into the optimal solution of such game problems are obtained. Both the risk-sensitive stochastic control problem and the deterministic dynamic game problem are solved using information states, dynamic programming, and associated separated policies. A certainty equivalence principle is also discussed. The authors´ results have implications for the nonlinear robust stabilization problem. The small risk limit is a standard partially observed risk-neutral stochastic optimal control problem
Keywords
discrete time systems; dynamic programming; game theory; nonlinear control systems; optimal control; stability; state estimation; stochastic systems; certainty equivalence principle; deterministic partially observed dynamic game; dynamic programming; finite-horizon partially observed risk-sensitive stochastic optimal control problem; information states; nonlinear robust stabilization problem; partially observed discrete-time nonlinear systems; small noise limit; small risk limits; standard partially observed risk-neutral stochastic optimal control problem; Control systems; Dynamic programming; Nonlinear control systems; Nonlinear systems; Optimal control; Robust control; Robustness; Stochastic processes; Stochastic resonance; Stochastic systems;
fLanguage
English
Journal_Title
Automatic Control, IEEE Transactions on
Publisher
ieee
ISSN
0018-9286
Type
jour
DOI
10.1109/9.286253
Filename
286253
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