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Reserve Capability Assessment Considering Correlated Uncertainty in Microgrid

机译:考虑微电网相关不确定性的储备能力评估

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摘要

This paper presents a novel approach of assessing the required reserve capability in order to meet the forecast uncertainty dynamics in microgrid. The historical data of forecast variables is used to generate energy balance scenarios. The dynamics of these scenarios are represented as instances between capacity, ramp-rate and ramp-duration variables. A polytopic model is used to enclose these instances with its surface defining the worst case scenarios. This approach captures the correlated nature of the dynamics and provides a compact representation. In relevance, the capability of the generators and the power import from the grid are modeled as convex envelopes. A vertex based method is proposed that allocates the polytope among the resource envelopes. During this process, the operational cost is minimized while considering the resource location and the network constraints. The proposed method is examined for a microgrid test case based on the CIGRE medium voltage network. The results show new insights in the allocated demand and reserve capabilities. As an additional result, it is observed that the reserve requirements can be decreased by allocating reserves for each time instance separately as compared to the fixed percentage of load approach.
机译:本文提出了一种评估所需储备能力的新方法,以满足微电网中预测的不确定性动态。预测变量的历史数据用于生成能源平衡方案。这些方案的动态表示为容量,斜坡速率和斜坡持续时间变量之间的实例。多面体模型用于将这些实例包含在其表面,以定义最坏的情况。这种方法捕获了动力学的相关性质,并提供了紧凑的表示形式。相关地,发电机的能力和从电网输入的功率被建模为凸包络。提出了一种基于顶点的方法,在资源包络之间分配多面体。在此过程中,在考虑资源位置和网络约束的同时将运营成本降至最低。针对基于CIGRE中压网络的微电网测试用例,对提出的方法进行了检验。结果显示了对已分配的需求和储备能力的新见解。另一个结果是,与固定百分比的负荷方法相比,可以通过为每个时间实例分别分配储备金来降低储备金要求。

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