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Distributed Real-Time Power Balancing in Renewable-Integrated Power Grids with Storage and Flexible Loads

机译:可再生集成电源中的分布式实时功率平衡   具有存储和灵活负载的网格

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摘要

The large-scale integration of renewable generation directly affects thereliability of power grids. We investigate the problem of power balancing in ageneral renewable-integrated power grid with storage and flexible loads. Weconsider a power grid that is supplied by one conventional generator (CG) andmultiple renewable generators (RGs) each co-located with storage,and isconnected with external markets. An aggregator operates the power grid tomaintain power balance between supply and demand. Aiming at minimizing thelong-term system cost, we first propose a real-time centralized power balancingsolution, taking into account the uncertainty of the renewable generation,loads, and energy prices. We then provide a distributed implementationalgorithm, significantly reducing both computational burden and communicationoverhead. We demonstrate that our proposed algorithm is asymptotically optimalas the storage capacity increases and the CG ramping constraint loosens.Moreover, the distributed implementation enjoys a fast convergence rate, andenables each RG and the aggregator to make their own decisions. Simulationshows that our proposed algorithm outperforms alternatives and can achievenear-optimal performance for a wide range of storage capacity.
机译:可再生能源发电的大规模整合直接影响电网的可靠性。我们研究具有存储和灵活负载的一般可再生集成电网中的功率平衡问题。我们考虑一种由一台常规发电机(CG)和多台可再生发电机(RGs)供电的电网,每台发电机都与存储设备并置在一起,并与外部市场相连。聚合器操作电网以维持供需之间的电力平衡。为了最小化长期系统成本,我们首先提出一种实时集中式功率平衡解决方案,其中考虑了可再生能源发电,负荷和能源价格的不确定性。然后,我们提供了一个分布式实现算法,可显着减少计算负担和通信开销。我们证明了随着存储容量的增加和CG渐进约束的放松,我们提出的算法是渐近最优的。此外,分布式实现享有快速的收敛速度,并使每个RG和聚合器都能做出自己的决策。仿真表明,我们提出的算法性能优于其他算法,并且在广泛的存储容量范围内可以达到最佳性能。

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