DocumentCode
295126
Title
Towards a sub-optimal solution of a partially observed state dependent JLQ problem
Author
Chiu, David ; Lee, Sukhan
Author_Institution
Dept. of Electr. Eng. Syst., Univ. of Southern California, Los Angeles, CA, USA
Volume
3
fYear
1995
fDate
13-15 Dec 1995
Firstpage
2215
Abstract
In this paper, we introduce a class of jump linear systems whose regime indicators are deterministic functions of the states of the system but the parameters of both the function and the system are uncertain. We assume that only their pdf´s which are uniform are available. Furthermore, only part of the system states are observed for feedback control. The problem is to find an admissible control which optimizes the expected value of a quadratic loss function. We show that by augmenting the system with an observer and defining an estimated regime indicator, this class of problem can be reformulated to become a jump linear system whose regime transition rates are state and control dependent and fits nicely into the framework due to Sworder and Robinson (1973). By letting the speed measure equals to the estimated regime indicator, we simplified the governing equations of the optimal control. As a result, a sub-optimal but simple solution of the partially observed JLQ problem can be found
Keywords
observers; state feedback; suboptimal control; deterministic functions; estimated regime indicator; feedback control; jump linear systems; partially observed state dependent JLQ problem; quadratic loss function expected value optimization; regime indicators; suboptimal control; Control systems; Equations; Force control; Linear systems; Manipulators; Markov processes; Optimal control; Space technology; State estimation; Statistics;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control, 1995., Proceedings of the 34th IEEE Conference on
Conference_Location
New Orleans, LA
ISSN
0191-2216
Print_ISBN
0-7803-2685-7
Type
conf
DOI
10.1109/CDC.1995.480532
Filename
480532
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