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Open Questions for Building Optimal Operation Policies for Dam Management Using Factored Markov Decision Processess

机译:使用因子马尔可夫决策流程对大坝管理建立最佳操作策略的开放性问题

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In this paper, we present the conceptual model of a realworld application of Markov Decision Processes to dam management. The idea is to demonstrate that it is possible to efficiently automate the construction of operation policies by modelling the problem as a sequential decision problem that can be easily solved using stochastic dynamic programming. We will explain the problem domain and provide an analysis of the resulting value and policy functions. We will also present a useful discussion about the issues that will appear when the conceptual model to be extended into a real-world application.
机译:本文介绍了马尔可夫决策过程对大坝管理的概念模型。该想法是证明,可以通过将问题建模为顺序决策问题来有效地自动化操作策略的构建,这可以使用随机动态编程容易地解决。我们将解释问题域,并对产生的值和策略函数进行分析。我们还将讨论有关将在概念模型扩展到真实应用程序中的问题的问题。

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