Nonhomogeneous Markov decision processes with Borel state space - The average criterion with nonuniformly bounded rewards

Citation
Xp. Guo et al., Nonhomogeneous Markov decision processes with Borel state space - The average criterion with nonuniformly bounded rewards, MATH OPER R, 25(4), 2000, pp. 667-678
Citations number
17
Categorie Soggetti
Mathematics
Journal title
MATHEMATICS OF OPERATIONS RESEARCH
ISSN journal
0364765X → ACNP
Volume
25
Issue
4
Year of publication
2000
Pages
667 - 678
Database
ISI
SICI code
0364-765X(200011)25:4<667:NMDPWB>2.0.ZU;2-2
Abstract
This paper deals with nonhomogeneous Markov decision processes with Borel s tate space and nonuniformly bounded rewards under the average criterion. Fi rst, under the minorant-type assumption we prove the existence of an approp riate solution to the optimality equations. Second, from the optimality equ ations we also establish the existence of epsilon(greater than or equal to 0)-optimal Markov policies under the additional conditions. Third, some suf ficient conditions for the validity of the assumptions in this paper and se veral examples such as inventory/production systems are provided. Finally, as an application of the optimality equations, a rolling horizon algorithm is given.