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首页> 外文期刊>SIAM Journal on Control and Optimization >OPTIMAL CONTROL OF CONTINUOUS-TIME MARKOV CHAINS WITH NOISE-FREE OBSERVATION
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OPTIMAL CONTROL OF CONTINUOUS-TIME MARKOV CHAINS WITH NOISE-FREE OBSERVATION

机译:无辐射观察的连续时间马尔可夫链的最优控制

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摘要

We consider an infinite horizon optimal control problem for a continuous-time Markov chain X in a finite set I with noise-free partial observation. The observation process is defined as Y-t = h(X-t), t = 0, where h is a given map defined on I. The observation is noise-free in the sense that the only source of randomness is the process X itself. The aim is to minimize a discounted cost functional and study the associated value function V. After transforming the control problem with partial observation into one with complete observation (the separated problem) using filtering equations, we provide a link between the value function v associated with the latter control problem and the original value function V. Then, we present two different characterizations of v (and indirectly of V): on one hand as the unique fixed point of a suitably defined contraction mapping and on the other hand as the unique constrained viscosity solution (in the sense of Soner) of a HJB integro-differential equation. Under suitable assumptions, we finally prove the existence of an optimal control.
机译:我们考虑了一个无限时间马尔可夫链X的无限地平线最佳控制问题,其有限的设置I无噪音局部观察。观察过程被定义为Y-T = H(X-T),T> = 0,其中H是定义的给定地图。观察是无噪声的,因为随机性唯一的过程是过程x本身的感觉是无噪声。目的是最小化折扣成本函数,研究相关的价值函数V.在使用过滤方程的完全观察(分离问题)中将局部观察转换为一个局部观察(分离问题)之后,我们提供了与之关联的价值函数V之间的链接后一种控制问题和原始值函数V.然后,我们呈现了v(和间接V)的两个不同的特征:一方面是适当定义的收缩映射的独特固定点,另一方面是独特的受限HJB积分微分方程的粘度溶液(以SONER意义)。在合适的假设下,我们终于证明了最佳控制的存在。

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