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A Distributed Dynamic Programming-based Solution for Load Management in Smart Grids

机译:基于分布式动态规划的负载管理解决方案   智能电网

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摘要

Load management is being recognized as an important option for active userparticipation in the energy market. Traditional load management methods usuallyrequire a centralized powerful control center and a two-way communicationnetwork between the system operators and energy end-users. The increasing userparticipation in smart grids may limit their applications. In this paper, adistributed solution for load management in emerging smart grids is proposed.The load management problem is formulated as a constrained optimization problemaiming at maximizing the overall utility of users while meeting the requirementfor load reduction requested by the system operator, and is solved by using adistributed dynamic programming algorithm. The algorithm is implemented via adistributed framework and thus can deliver a highly desired distributedsolution. It avoids the required use of a centralized coordinator or controlcenter, and can achieve satisfactory outcomes for load management. Simulationresults with various test systems demonstrate its effectiveness.
机译:负载管理被认为是积极参与能源市场的重要选择。传统的负载管理方法通常需要集中的功能强大的控制中心和系统运营商与能源最终用户之间的双向通讯网络。用户越来越多地参与智能电网可能会限制其应用。本文提出了一种新兴的智能电网负荷管理分布式解决方案,将负荷管理问题表述为一种约束优化问题,旨在最大限度地提高用户的整体效用,同时满足系统运营商要求的减少负荷的要求,并通过以下方式解决使用分布式动态规划算法。该算法是通过分布式框架实现的,因此可以提供高度期望的分布式解决方案。它避免了需要使用集中式协调器或控制中心,并且可以实现令人满意的负载管理结果。各种测试系统的仿真结果证明了其有效性。

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