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Economic Value Assessment and Optimal Sizing of an Energy Storage System in a Grid-Connected Wind Farm

机译:电网连接风电场中储能系统的经济价值评估及最优尺寸

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摘要

This study identifies the optimal management policy of a given energy storage system (ESS) installed in a grid-connected wind farm in terms of maximizing the monetary benefits and provides guidelines for defining the economic value of the ESS under optimal management policy and selecting the optimal size of the ESS based on economic value. Considering stochastic models for wind power and electricity price, we develop a finite-horizon periodic-review Markov decision process (MDP) model to seek the optimal management policy. We also use a simple optimization model to find the optimal storage capacity and charging/discharging capacity of the ESS. By applying our analytic approach to a real-world grid-connected wind farm located in South Korea, we verify the usefulness of this study. Our numerical study shows that the economic value of the ESS is highly dependent on management policy, wind electricity variability, and electricity price variability. Thus, the optimal size of ESS should be carefully determined based on the locational characteristics and management policy even with limited investments. Furthermore, this study provides a meaningful policy implication regarding how much of a subsidy the government should provide for installing ESS in a wind farm.
机译:本研究确定了在网格连接的风电场中安装的给定能量存储系统(ESS)的最佳管理政策,以最大限度地提高货币效益,并提供了在最佳管理政策下定义ESS的经济价值并选择最佳的指导方针基于经济价值的ESS的大小。考虑风电和电价随机模型,我们开发了一个有限地平线定期审查马尔可夫决策过程(MDP)模型,以寻求最佳管理政策。我们还使用简单的优化模型来查找ESS的最佳存储容量和充电/放电容量。通过将我们的分析方法应用于位于韩国的真实网格连接的风电场,我们验证了这项研究的有用性。我们的数值研究表明,ESS的经济价值高度依赖于管理政策,风电变异性和电力价格变异性。因此,即使在有限的投资中,也应根据场地特征和管理政策仔细确定ESS的最佳大小。此外,本研究提供了有意义的政策暗示,了解政府应在风电场中安装以安装ESS的大部分资金。

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