Title :
Stochastic H∞-control of nonlinear discrete-time partially observable systems and dissipation inequalities
Author :
Charalambous, Charalambos D. ; Djouadi, Seddik M. ; Ahmed, Nasir U.
Author_Institution :
Sch. of Inf. Technol. & Eng., Ottawa Univ., Ont., Canada
Abstract :
This paper employs an action functional approach to formulate partially observable nonlinear discrete-time stochastic minimax games. The maximizing players of the games are stochastic square summable disturbances, while the minimizing players are the control inputs. Associated with the action functional there is an information state and its adjoint, which are shown to satisfy certain recursions, derived through dynamic programming. These recursions are then employed to reformulate partially observable games as fully observable games, and to introduce the so-called separated control laws which are non-anticipative functionals of the information state. Subsequently, dynamic programming and verification theorems are derived for the separated control laws, while their relations to the design of controllers which render feedback systems dissipative are investigated.
Keywords :
H∞ control; discrete time systems; dynamic programming; game theory; minimax techniques; nonlinear systems; probability; stochastic systems; H∞ control; discrete-time systems; dynamic programming; nonlinear systems; partially observable systems; probability space; stochastic minimax games; verification theorems; Colored noise; Control systems; Dynamic programming; Feedback; Information technology; Minimax techniques; Stochastic processes; Stochastic resonance; Stochastic systems; Systems engineering and theory;
Conference_Titel :
Decision and Control, 2002, Proceedings of the 41st IEEE Conference on
Print_ISBN :
0-7803-7516-5
DOI :
10.1109/CDC.2002.1184565