ACTIVE PROBING FOR INFORMATION IN CONTROL-SYSTEMS WITH QUANTIZED STATE MEASUREMENTS - A MINIMUM ENTROPY APPROACH

Authors
Citation
Xb. Feng et Ka. Loparo, ACTIVE PROBING FOR INFORMATION IN CONTROL-SYSTEMS WITH QUANTIZED STATE MEASUREMENTS - A MINIMUM ENTROPY APPROACH, IEEE transactions on automatic control, 42(2), 1997, pp. 216-238
Citations number
36
Categorie Soggetti
Controlo Theory & Cybernetics","Robotics & Automatic Control","Engineering, Eletrical & Electronic
ISSN journal
00189286
Volume
42
Issue
2
Year of publication
1997
Pages
216 - 238
Database
ISI
SICI code
0018-9286(1997)42:2<216:APFIIC>2.0.ZU;2-L
Abstract
In this paper the effect of state quantization in scalar discrete-time linear control systems is studied by analyzing the system as a partia lly observed stochastic system. The problem of optimal state informati on gathering and filtering is investigated using information theoretic measures and formulating the state estimation problem as an entropy o ptimization problem. The active probing effect of the feedback control is thoroughly studied, Optimal feedback controls which minimize vario us types of entropy costs are determined, and it is shown that this pr oblem is equivalent to an optimal control problem for a controlled Mar kov chain.