REALIZABLE STRATEGIES IN CONTINUOUS-TIME MARKOV DECISION PROCESSES

被引:2
|
作者
Piunovskiy, Alexey [1 ]
机构
[1] Univ Liverpool, Dept Math Sci, Liverpool L69 7ZL, Merseyside, England
关键词
continuous-time Markov decision process; total cost; discounted cost; relaxed strategy; randomized strategy; MODELS;
D O I
10.1137/17M1138959
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
For the Borel model of the continuous-time Markov decision process, we introduce a wide class of control strategies. In a particular case, such strategies transform to the standard relaxed strategies, intensively studied in the last decade. In another special case, if one restricts to another special subclass of the general strategies, the model transforms to the semi-Markov decision process. Further, we show that the relaxed strategies are not realizable. For the constrained optimal control problem with total expected costs, we describe the sufficient class of realizable strategies, the so-called Poisson-related strategies. Finally, we show that, for solving the formulated optimal control problems, one can use all the tools developed earlier for the classical discrete-time Markov decision processes.
引用
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页码:473 / 495
页数:23
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