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A cheat-proof game theoretic demand response scheme for smart grids

机译:智能电网的防作弊博弈理论需求响应方案

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While demand response has achieved promising results on making the power grid more efficient and reliable, the additional dynamics and flexibility brought by demand response also increase the uncertainty and complexity of the centralized load forecast. In this paper, we propose a game theoretic demand response scheme that can transform the traditional centralized load prediction structure into a distributed load prediction system by the participation of customers. Moreover, since customers are generally rational and thus naturally selfish, they may cheat if cheating can improve their payoff. Therefore, enforcing truth-telling is crucial. We prove analytically and demonstrate with simulations that the proposed game theoretic scheme is cheat-proof, i.e., all customers are motivated to report and consume their true optimal demands and any deviation will lead to a utility loss. We also prove theoretically that the proposed demand response scheme can lead to the solution that maximizes social welfare and is proportionally fair in terms of utility function. Moreover, we propose a simple dynamic pricing algorithm for the power substation to control the total demand of all customers to meet the target demand curve. Finally, simulations are shown to demonstrate the efficiency and effectiveness of the proposed game theoretic algorithm.
机译:尽管需求响应在使电网更加高效和可靠方面取得了可喜的成果,但需求响应带来的额外动力和灵活性也增加了集中负荷预测的不确定性和复杂性。在本文中,我们提出了一种博弈论的需求响应方案,该方案可以通过客户的参与将传统的集中式负荷预测结构转变为分布式负荷预测系统。此外,由于客户通常是理性的,因此自然是自私的,因此如果欺诈可以改善其收益,他们可能会欺诈。因此,执行真相至关重要。我们通过分析证明并通过仿真证明所提出的博弈论方案是防欺诈的,即所有客户都有动力举报并消耗其真实的最佳需求,任何偏差都会导致效用损失。我们还从理论上证明了所提出的需求响应方案可以带来使社会福利最大化并在效用函数方面成比例公平的解决方案。此外,我们为变电站提出了一种简单的动态定价算法,以控制所有客户的总需求以满足目标需求曲线。最后,仿真表明了所提出的博弈论算法的有效性和有效性。

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