Existence of Markov controls and characterization of optimal Markov controls

被引:93
|
作者
Kurtz, TG [1 ]
Stockbridge, RH
机构
[1] Univ Wisconsin, Dept Math, Madison, WI 53706 USA
[2] Univ Wisconsin, Dept Stat, Madison, WI 53706 USA
[3] Univ Kentucky, Dept Stat, Lexington, KY 40506 USA
关键词
Markov controls; optimal controls; martingale problems; stationary processes; linear programming; occupation measures;
D O I
10.1137/S0363012995295516
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Given a solution of a controlled martingale problem it is shown under general conditions that there exists a solution having Markov controls which has the same cost as the original solution. This result is then used to show that the original stochastic control problem is equivalent to a linear program over a space of measures under a variety of optimality criteria. Existence and characterization of optimal Markov controls then follows. An extension of Echeverria's theorem characterizing stationary distributions for (uncontrolled) Markov processes is obtained as a corollary. In particular, this extension covers diffusion processes with discontinuous drift and diffusion coefficients.
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页码:609 / 653
页数:45
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