Lie algebraic methods in optimal control of stochastic systems with exponential-of-integral cost

Citation
Cd. Charalambous, Lie algebraic methods in optimal control of stochastic systems with exponential-of-integral cost, SYST CONTR, 37(2), 1999, pp. 93-105
Citations number
15
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
SYSTEMS & CONTROL LETTERS
ISSN journal
01676911 → ACNP
Volume
37
Issue
2
Year of publication
1999
Pages
93 - 105
Database
ISI
SICI code
0167-6911(19990617)37:2<93:LAMIOC>2.0.ZU;2-M
Abstract
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.