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Day-ahead profit-based reconfigurable microgrid scheduling considering uncertain renewable generation and load demand in the presence of energy storage

机译:在存在储能的情况下,基于不确定的可再生能源发电和负荷需求的基于日前利润的可重构微电网调度

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摘要

Due to the penetration of renewable energy sources (RESs) with probabilistic natures into microgrids (MGs), optimal scheduling and reconfiguration (RG) processes are associated with uncertainty. This paper presents the stochastic profit-based optimal day-ahead scheduling of a reconfigurable microgrid (RMG) as a new generation of the conventional microgrid. The proposed algorithm finds the optimal RMG's topology from the profit maximization point of view, the optimal hourly MG's unit set-points like micro-turbines (MTs) and energy storage, and power exchange with the main grid, simultaneously. The generated power of wind turbine (WT) and PV panel, as well as load demand are considered as uncertain parameters. To solve the profit maximization problem of RMG, time-varying acceleration coefficients particle swarm optimization (TVAC-PSO) algorithm is employed. Also, to ensure simulation accuracy in the presence of high-level uncertainties, the autocorrelation model is used based on actual data for the uncertainty of renewable power output. The feasibility and applicability of the proposed framework are demonstrated on a 69-bus radial RMG with various distributed generators in different cases. The results show the effectiveness of the proposed model.
机译:由于具有概率性质的可再生能源(RES)渗透到微电网(MG)中,因此最佳调度和重新配置(RG)过程与不确定性相关。本文介绍了基于随机利润的可重构微电网(RMG)的最优日前调度,它是传统微电网的新一代。所提出的算法从利润最大化的角度,最优每小时MG的单位设定点(如微型涡轮机(MT)和能量存储)以及与主电网的功率交换中找到最佳RMG的拓扑。风力发电机(WT)和光伏面板的发电功率以及负载需求被视为不确定参数。为了解决RMG的利润最大化问题,采用了时变加速度系数粒子群算法(TVAC-PSO)。另外,为了确保在存在高水平不确定性的情况下的仿真准确性,基于实际数据的自相关模型用于可再生电力输出的不确定性。在具有不同情况的各种分布式发电机的69总线径向RMG上论证了所提出框架的可行性和适用性。结果表明了该模型的有效性。

著录项

  • 来源
    《Journal of Energy Storage》 |2020年第4期|101161.1-101161.13|共13页
  • 作者

  • 作者单位

    Univ Tabriz Fac Elect & Comp Engn Tabriz Iran;

    Univ Tabriz Fac Elect & Comp Engn Tabriz Iran|Duy Tan Univ Inst Res & Dev Da Nang 550000 Vietnam;

    Aalborg Univ Dept Energy Technol Aalborg Denmark;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Reconfigurable microgrid; Energy storage; Hybrid energy system; Optimization;

    机译:可重构微电网;储能;混合能源系统;优化;

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