DocumentCode :
336868
Title :
Some results on risk sensitive adaptive control of discrete time Markov processes
Author :
Duncan, T.E. ; Pasik-Duncan, B. ; Stettner, L.
Author_Institution :
Dept. of Math., Kansas Univ., Lawrence, KS, USA
Volume :
3
fYear :
1998
fDate :
1998
Firstpage :
3462
Abstract :
Adaptive control of discrete time Markov processes with infinite horizon risk sensitive cost functionals is considered. Continuity of the risk sensitive cost functional with respect to a parameter is studied. Two almost optimal adaptive procedures based on the large deviations of the cost functional and on discretized maximum likelihood estimation are introduced. To justify the adaptive procedure with observation of the cost some large deviations estimates of empirical distributions of finite sequences of successive states of Markov processes are obtained
Keywords :
Markov processes; adaptive control; discrete time systems; maximum likelihood estimation; probability; sensitivity analysis; Markov processes; adaptive control; discrete time systems; maximum likelihood estimation; probability space; risk sensitive cost functionals; Adaptive control; Cost function; Extraterrestrial measurements; Infinite horizon; Jacobian matrices; Markov processes; Mathematics; Maximum likelihood estimation; Programmable control; State estimation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Decision and Control, 1998. Proceedings of the 37th IEEE Conference on
Conference_Location :
Tampa, FL
ISSN :
0191-2216
Print_ISBN :
0-7803-4394-8
Type :
conf
DOI :
10.1109/CDC.1998.758241
Filename :
758241
Link To Document :
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