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Stochastic minimization of imbalance cost for a virtual power plant in electricity markets

机译:随机最小化电力市场中虚拟电厂的不平衡成本

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In this paper, we investigate the optimal real-time operation strategy for a virtual power plant (VPP) to reduce its imbalance cost when participating in a competitive electricity market for energy. To capture the intrinsically stochastic nature of renewable power generation and market prices, the problem is formulated as a stochastic program. The decisions in the balancing market include actual renewable power usage and flexible demand management. Our model ensures that a certain portion of the renewable power generation will be utilized. A Lyapunov optimization based algorithm, which does not require the knowledge of probability distributions of the related random processes, is proposed to solve the problem. Both analytical and numerical results are presented to illustrate the effectiveness of the proposed algorithm.
机译:在本文中,我们研究了虚拟电厂(VPP)的最佳实时操作策略,以降低参与竞争激烈的能源电力市场时的不平衡成本。为了捕捉可再生能源发电和市场价格的内在随机性,将该问题表述为随机程序。平衡市场中的决策包括实际可再生能源的使用和灵活的需求管理。我们的模型可确保一定比例的可再生能源得到利用。为了解决该问题,提出了一种基于李雅普诺夫优化的算法,该算法不需要了解相关随机过程的概率分布。解析结果和数值结果均被提出来说明所提算法的有效性。

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