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Combined Two-Stage Stochastic Programming and Receding Horizon Control Strategy for Microgrid Energy Management Considering Uncertainty

机译:考虑不确定性的微电网能源管理的两阶段随机规划与后视组合控制策略

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Microgrids (MGs) are presented as a cornerstone of smart grids. With the potential to integrate intermittent renewable energy sources (RES) in a flexible and environmental way, the MG concept has gained even more attention. Due to the randomness of RES, load, and electricity price in MG, the forecast errors of MGs will affect the performance of the power scheduling and the operating cost of an MG. In this paper, a combined stochastic programming and receding horizon control (SPRHC) strategy is proposed for microgrid energy management under uncertainty, which combines the advantages of two-stage stochastic programming (SP) and receding horizon control (RHC) strategy. With an SP strategy, a scheduling plan can be derived that minimizes the risk of uncertainty by involving the uncertainty of MG in the optimization model. With an RHC strategy, the uncertainty within the MG can be further compensated through a feedback mechanism with the lately updated forecast information. In our approach, a proper strategy is also proposed to maintain the SP model as a mixed integer linear constrained quadratic programming (MILCQP) problem, which is solvable without resorting to any heuristics algorithms. The results of numerical experiments explicitly demonstrate the superiority of the proposed strategy for both island and grid-connected operating modes of an MG.
机译:微电网(MGs)是智能电网的基石。 MG概念具有以灵活且环保的方式集成间歇性可再生能源(RES)的潜力,因此受到了越来越多的关注。由于MG的RES,负载和电价的随机性,MG的预测误差将影响MG的功率调度性能和运营成本。本文针对不确定性下的微电网能源管理,提出了一种随机规划与后备控制相结合的策略,结合了两阶段随机规划和后备控制的优点。通过SP策略,可以通过将MG的不确定性包含在优化模型中来得出可将不确定性风险最小化的调度计划。使用RHC策略,可以通过反馈机制和最新更新的预测信息进一步补偿MG中的不确定性。在我们的方法中,还提出了一种适当的策略来将SP模型维护为混合整数线性约束二次规划(MILCQP)问题,该问题可以在不借助任何启发式算法的情况下解决。数值实验结果清楚地证明了所提出的策略对于MG的孤岛和并网运行模式的优越性。

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