Finite-dimensionality of information states in optimal control of stochastic systems: A Lie algebraic approach

Citation
Cd. Charalambous, Finite-dimensionality of information states in optimal control of stochastic systems: A Lie algebraic approach, KYBERNETIKA, 34(6), 1998, pp. 725-738
Citations number
9
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
KYBERNETIKA
ISSN journal
00235954 → ACNP
Volume
34
Issue
6
Year of publication
1998
Pages
725 - 738
Database
ISI
SICI code
0023-5954(1998)34:6<725:FOISIO>2.0.ZU;2-4
Abstract
In this paper we introduce the sufficient statistic algebra which is respon sible for progagating the sufficient statistic, or information state, in th e optimal control of stochastic systems. Certain Lie algebraic methods wide ly used in nonlinear control theory, are then employed to derive finite-dim ensional controllers. The sufficient statistic algebra enables us to determ ine a priori whether there exist finite-dimensional controllers; it also en ables us to classify all finite-dimensional controllers.