DocumentCode
321237
Title
Controlled Markov chains with discounted risk-sensitive criteria: Applications to machine replacement
Author
Avila-Godoy, Guadalupe ; Brau, Agustin ; Fernandez-Gaucherand, E.
Author_Institution
Dept. of Math., Arizona Univ., Tucson, AZ, USA
Volume
2
fYear
1997
fDate
10-12 Dec 1997
Firstpage
1115
Abstract
We analyze controlled Markov chains (CMC) with a risk-sensitive exponential discounted cost criterion. We present dynamic programming results for the finite horizon problem. We derive an optimality equation for the infinite-horizon case from which the optimal and exponential discounted cost and a utility-optimal policy can be obtained. A value iteration result is also given. These results were previously obtained by Chung and Sobel (1987) and others for a finite state space for the optimization of the set of deterministic Markovian policies. We show that those results are valid for an infinite countable state space and we consider the set of all admissible policies. We apply the results of the previous section to study the consequences of introducing risk sensitivity in an equipment replacement problem. Our interest was kindled by Fernandez-Gaucherand and Marcus (1994) who study risk-sensitivity in a finite horizon equipment replacement problem with partial state information. Finally, we show that there exists an optimal threshold ultimately stationary policy and conclude this paper by showing that the tail of that policy is a stationary risk-neutral optimal policy
Keywords
Markov processes; dynamic programming; iterative methods; maintenance engineering; controlled Markov chains; deterministic Markovian policies; discounted risk-sensitive criteria; dynamic programming; exponential discounted cost; finite horizon equipment replacement problem; finite state space; infinite countable state space; infinite-horizon case; machine replacement; optimal discounted cost; optimal threshold ultimately stationary policy; optimality equation; partial state information; risk sensitivity; risk-sensitive exponential discounted cost criterion; stationary risk-neutral optimal policy; utility-optimal policy; value iteration result; Cost function; Dynamic programming; Equations; History; Industrial engineering; Kernel; Mathematics; Risk analysis; State-space methods; Tail;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control, 1997., Proceedings of the 36th IEEE Conference on
Conference_Location
San Diego, CA
ISSN
0191-2216
Print_ISBN
0-7803-4187-2
Type
conf
DOI
10.1109/CDC.1997.657596
Filename
657596
Link To Document