• 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