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The operation optimization model of pumped-hydro power storage station based on approximate dynamic programming

机译:基于近似动态规划的抽水蓄能电站运行优化模型

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Based on the hypothesis that pumped-hydro power storage (PHPS) station is available for multi-day optimization and adjustment, the paper has proposed a long-term operation optimization model of PHPS station based on approximate dynamic programming (ADP). In this multistage decision model, across the stages, value function approximation (VFA) of the reservoir energy storage was used to keep the overall optimization characteristics; During the stages, generated energy & generating periods, and electricity consumption for pumping & pumping periods are used as decision variables to conduct daily optimization operation. The paper got the approximate optimal solution through iteration solution decision variable and value function so as to avoid "curse of dimensionality" in conventional multistage decision model. According to the experiment, the ADP-based model can accurately describe the long-term operation modes of PHPS station, and its calculation methods are more appropriate for this kind of large-scale optimized decision problem than dynamic programming (DP) and conventional mathematic planning methods.
机译:基于抽水蓄能(PHPS)电站可以进行多日优化和调整的假设,本文提出了基于近似动态规划(ADP)的PHPS电站长期运行优化模型。在该多阶段决策模型中,跨阶段使用储层能量存储的值函数逼近(VFA)来保持总体优化特征;在这些阶段中,将发电和发电期间以及抽水和抽水期间的电力消耗用作决策变量,以进行日常优化操作。通过迭代求解决策变量和值函数得到近似最优解,从而避免了传统多阶段决策模型中的“维数诅咒”。根据实验,基于ADP的模型可以准确地描述PHPS站的长期运行模式,其计算方法比动态规划(DP)和常规数学规划更适合于此类大规模优化决策问题。方法。

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