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A Taxonomy for Modeling Flexibility and a Computationally Efficient Algorithm for Dispatch in Smart Grids

机译:智能网格中灵敏度建模的分类和计算有效的调度算法

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摘要

The word flexibility is central to Smart Grid literature, but still a formal definition of flexibility is pending. This paper present a taxonomy for flexibility modeling denoted Buckets, Batteries and Bakeries. We consider a direct control Virtual Power Plant (VPP), which is given the task of servicing a portfolio of flexible consumers by use of a fluctuating power supply. Based on the developed taxonomy we first prove that no causal optimal dispatch strategies exist for the considered problem. We then present two heuristic algorithms for solving the balancing task: Predictive Balancing and Agile Balancing. Predictive Balancing, is a traditional moving horizon algorithm, where power is dispatched based on perfect predictions of the power supply. Agile Balancing, on the other hand, is strictly non-predictive. It is, however, explicitly designed to exploit the heterogeneity of the flexible consumers. Simulation results show, that in spite of being non-predictive Agile Balancing can actually out-perform Predictive Balancing even when Predictive Balancing has perfect prediction over a relatively long horizon. This is due to the flexibility synergy effects, which Agile Balancing generates. As a further advantage it is demonstrated, that Agile Balancing is extremely computationally efficient since it is based on a sorting.
机译:灵活性一词是智能电网文献的核心,但仍未正式定义灵活性。本文提出了一种用于灵活性建模的分类法,称为“桶,电池和面包店”。我们考虑一个直接控制的虚拟电厂(VPP),其任务是通过使用波动的电源为灵活的用户群提供服务。基于已开发的分类法,我们首先证明对于所考虑的问题不存在因果最优调度策略。然后,我们提出两种用于解决平衡任务的启发式算法:预测平衡和敏捷平衡。预测平衡是一种传统的移动水平算法,其中,基于对电源的完美预测来分配电源。另一方面,敏捷平衡完全是不可预测的。但是,它是经过明确设计的,旨在利用灵活使用者的异质性。仿真结果表明,尽管预测平衡是非预测性的,但即使在相对较长的时间范围内具有完美的预测能力时,其实际效果也可能优于预测平衡。这是由于敏捷平衡产生的灵活性协同效应。进一步的优势表明,由于敏捷平衡是基于排序的,因此它的计算效率极高。

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