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Control of Two Energy Storage Units with Market Impact: Lagrangian Approach and Horizons

机译:具有市场影响力的两个储能单元的控制:拉格朗日方法和视野

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Energy storage and demand-side response will play an increasingly important role in the future electricity system. We extend previous results on a single energy storage unit to the management of two energy storage units cooperating for the purpose of price arbitrage. We consider a deterministic dynamic programming model for the cooperative problem, which accounts for market impact. We develop the Lagrangian theory and present a new algorithm to identify pairs of strategies. While we are not able to prove that the algorithm provides optimal strategies, we give strong numerical evidence in favour of it. Furthermore, the Lagrangian approach makes it possible to identify decision and forecast horizons, the latter being a time beyond which it is not necessary to look in order to determine the present optimal action. In practice, this allows for real-time reoptimization, with both horizons being of the order of days.
机译:能量存储和需求方响应将在未来的电力系统中扮演越来越重要的角色。我们将单个储能单元的先前结果扩展到两个为价格套利而合作的储能单元的管理。我们考虑针对合作问题的确定性动态规划模型,该模型考虑了市场影响。我们发展了拉格朗日理论,并提出了一种新算法来识别策略对。尽管我们无法证明该算法可提供最佳策略,但我们提供了有力的数值证据支持该算法。此外,拉格朗日方法使确定决策和预测范围成为可能,后者是无需为了确定当前最佳行动而进行查看的时间。在实践中,这允许实时重新优化,两者的范围都在数天之内。

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