Chance-Constrained Microgrid Energy Management with Flexibility Constraints Provided by Battery Storage

Okan Ciftci, M. Mehrtash, F. Safdarian, A. Kargarian
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引用次数: 13

Abstract

Battery storage devices can potentially provide multiple services to microgrids. However, concurrent modeling and formulation of multiple services in grid management is a challenging problem. This paper proposes an energy management approach for microgrids including electrical and thermal forms of energy sources. The proposed approach takes advantage of battery storage devices for providing multiple services by applying chance-constrained optimization. The battery storage is deployed for 5-minute load following and energy arbitrage purposes. In addition, we have formulated a set of flexibility constraints, taking advantage of battery’s fast ramping capabilities, to enhance microgrid reliability in response to short-term solar power and load fluctuations. That is, the battery is deployed for load following, energy arbitrage, and regulation reserve procurement. Chance constraints are implemented to handle uncertainties of solar generation and load forecasting errors. Interdependencies between thermal and electrical energies are taken into account in the proposed approach. Numerical results show the effectiveness of the proposed approach to handle uncertainties, alleviate the short-term fluctuations, and enhance grid flexibility and reliability.
基于电池储能灵活性约束的机会约束微电网能量管理
电池存储设备有可能为微电网提供多种服务。然而,网格管理中多个服务的并发建模和表述是一个具有挑战性的问题。本文提出了一种微电网的能源管理方法,包括电和热形式的能源。该方法通过机会约束优化,充分利用了电池存储设备提供多种服务的优势。电池储能系统用于5分钟负荷跟踪和能源套利。此外,我们制定了一套灵活性约束,利用电池的快速斜坡能力,以提高微电网的可靠性,以应对短期太阳能发电和负荷波动。即部署蓄电池进行负荷跟随、能源套利和监管储备采购。利用机会约束来处理太阳能发电的不确定性和负荷预测误差。所提出的方法考虑了热能和电能之间的相互依赖关系。数值结果表明,该方法能够有效地处理不确定性,缓解短期波动,提高电网的灵活性和可靠性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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