Markov decision process based value chain calculation of water distribution network scheduling

Xuanting Ji, Minghai Chen, Zhengheng Pu, Yanfu Fu, Tao Tao, Kunlun Xin
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Abstract

Precise value of scheduling decisions forms the cornerstone of water distribution network (WDN) scheduling optimization, which aims at conserving energy and enhancing network operational efficiency. This article proposes a computational methodology for evaluating the value chain of scheduling decisions in WDN. The scheduling process is modeled as a Markov decision process with immediate reward function, action and state space. Due to the periodicity of water supply and sequential nature of scheduling, the calculation quantifies cumulative value of scheduling decisions by incorporating state transition probability with expected value. The effectiveness and applicability of the proposed evaluation method are demonstrated using scheduling data from a real world WDN. The method provides rational values on scheduling period and strategies, offering practical feedback for scheduling decisions.

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基于马尔可夫决策过程的配水管网调度价值链计算
精确的调度决策价值是配水管网(WDN)调度优化的基石,其目的是节约能源和提高管网运行效率。本文提出了一种评估 WDN 调度决策价值链的计算方法。调度过程被建模为一个马尔可夫决策过程,具有即时奖励函数、行动和状态空间。由于供水的周期性和调度的连续性,该计算通过将状态转换概率与期望值相结合,量化了调度决策的累积价值。利用现实世界 WDN 的调度数据,证明了所提出的评估方法的有效性和适用性。该方法提供了调度周期和策略的合理值,为调度决策提供了实用的反馈。
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