Cd. Charalambous, Lie algebraic methods in optimal control of stochastic systems with exponential-of-integral cost, SYST CONTR, 37(2), 1999, pp. 93-105
The purpose of this paper is to formulate and study the optimal control of
partially observed stochastic systems with exponential-of-integral-sample c
ost, known as risk-sensitive problems, using Lie algebraic tools. This lead
s to the introduction of the sufficient statistic algebra, L-s, through whi
ch one can determine a priori the maximum order of the controller. When dim
(L-s) < infinity, the construction of the control laws is addressed through
extensions of the Wei-Norman method, as in nonlinear filtering problems. A
side from specific known finite-dimensional examples which are studied in o
rder to delineate the application of the Lie algebraic tools, new classes o
f finite-dimensional controllers are identified as well. In addition, relat
ions with minimax dynamic games are explored to best assess the importance
and generality of the finite-dimensional control systems. (C) 1999 Elsevier
Science B.V. All rights reserved.