具有无约束转换率的贴现成本指数半马尔可夫决策过程:一个有不耐烦客户的服务费率控制问题

IF 0.7 3区 工程技术 Q4 ENGINEERING, INDUSTRIAL Probability in the Engineering and Informational Sciences Pub Date : 2024-04-18 DOI:10.1017/s0269964824000044
Bora Çekyay
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引用次数: 0

摘要

我们将重点放在具有无限制转换率的指数半马尔可夫决策过程上。我们首先提供了几个充分条件,在这些条件下,值迭代程序会收敛到最优值函数,并且存在最优的确定性静态策略。这些条件也适用于可能有累积点的一般半马尔可夫决策过程。然后,我们将结果应用于一个有急躁客户的服务费率控制问题。由此产生的指数半马尔可夫决策过程具有无限制的转换率,这使得众所周知的均匀化技术变得不适用。我们利用作者在之前的工作中引入的定制技术,分析了最优策略的结构和最优值函数的单调性。
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Discounted cost exponential semi-Markov decision processes with unbounded transition rates: a service rate control problem with impatient customers

We focus on exponential semi-Markov decision processes with unbounded transition rates. We first provide several sufficient conditions under which the value iteration procedure converges to the optimal value function and optimal deterministic stationary policies exist. These conditions are also valid for general semi-Markov decision processes possibly with accumulation points. Then, we apply our results to a service rate control problem with impatient customers. The resulting exponential semi-Markov decision process has unbounded transition rates, which makes the well-known uniformization technique inapplicable. We analyze the structure of the optimal policy and the monotonicity of the optimal value function by using the customization technique that was introduced by the author in prior work.

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来源期刊
CiteScore
2.20
自引率
18.20%
发文量
45
审稿时长
>12 weeks
期刊介绍: The primary focus of the journal is on stochastic modelling in the physical and engineering sciences, with particular emphasis on queueing theory, reliability theory, inventory theory, simulation, mathematical finance and probabilistic networks and graphs. Papers on analytic properties and related disciplines are also considered, as well as more general papers on applied and computational probability, if appropriate. Readers include academics working in statistics, operations research, computer science, engineering, management science and physical sciences as well as industrial practitioners engaged in telecommunications, computer science, financial engineering, operations research and management science.
期刊最新文献
On the probability of a Pareto record Quantile-based information generating functions and their properties and uses Orderings of extremes among dependent extended Weibull random variables An inequality for log-concave functions and its use in the study of failure rates Discounted cost exponential semi-Markov decision processes with unbounded transition rates: a service rate control problem with impatient customers
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