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Optimal Scheduling of an Isolated Microgrid With Battery Storage Considering Load and Renewable Generation Uncertainties

机译:考虑负载和可再生发电不确定性的带电池存储的隔离微电网的最优调度

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摘要

By modeling the uncertainty of spinning reserves provided by energy storage with probabilistic constraints, a new optimal scheduling mode is proposed in this paper for minimizing the operating costs of an isolated microgrid (MG) by using chance-constrained programming. The model is transformed into a readily solvable mixed integer linear programming formulation in general algebraic modeling system (GAMS) via a proposed discretized step transformation approach and finally solved by applying the CPLEX solver. By properly setting the confidence levels of the spinning reserve probability constraints, the MG operation can achieve a tradeoff between reliability and economy. The test results on the modified Oak Ridge National Laboratory Distributed Energy Control and Communication lab MG test system reveal that the proposal significantly exceeds the commonly used hybrid intelligent algorithm with much better and more stable optimization results and significantly reduced calculation times.
机译:通过对具有概率约束的储能所提供的旋转储备的不确定性进行建模,提出了一种新的最优调度模式,该模型通过使用机会约束编程来最大限度地降低隔离微电网(MG)的运营成本。通过提出的离散阶跃变换方法,将模型转换为通用代数建模系统(GAMS)中易于解决的混合整数线性规划公式,最后通过应用CPLEX求解器进行求解。通过正确设置旋转备用概率约束的置信度,MG操作可以在可靠性和经济性之间进行权衡。在改进的Oak Ridge国家实验室分布式能源控制和通信实验室MG测试系统上进行的测试结果表明,该提议大大超过了常用的混合智能算法,具有更好,更稳定的优化结果,并大大减少了计算时间。

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