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储能系统技术 储能系统 微电网 ★ 5.0

一种用于集成储能系统与需求侧灵活性的微电网集群可持续能源管理的双层策略

A two-layer strategy for sustainable energy management of microgrid clusters with embedded energy storage system and demand-side flexibility provision

作者 Farid Moazzen · M.J.Hossain
期刊 Applied Energy
出版日期 2025年1月
卷/期 第 377 卷
技术分类 储能系统技术
技术标签 储能系统 微电网
相关度评分 ★★★★★ 5.0 / 5.0
关键词 Two-layer energy management strategy optimizes clustered microgrids' operations.
语言:

中文摘要

摘要 可再生能源发电的间歇性以及负荷需求的波动性给微电网运行带来了持续挑战。为此,利益相关方和运营商已转向将地理位置相邻的微电网进行集群化管理作为解决方案。在此背景下,本文提出了一种新颖的微电网集群双层能源管理策略,利用需求侧灵活性和共享型电池储能系统(SBES)的能力,以最小化运行成本和排放,同时确保各微电网内部具备旋转备用容量,防止发生负荷削减。在底层,所提出的方法制定了最优的日前运行策略;在上层,则采用一种协同策略进一步优化整个集群的运行效率。该能源管理问题被精确建模为一个混合整数二次规划(MIQP)优化问题,其约束条件中包含线性项。该模型考虑了SBES相关的运行成本,包括充放电费用以及运行状态变化成本(CiOS)。基于澳大利亚三个微电网组成的实际案例研究验证了该方法的有效性。结果表明,与传统的微电网管理策略相比,基准情景下的运行成本降低了6.96%。敏感性分析进一步证明了不同SBES容量和灵活性定价方案带来的经济效益,成本节约范围在6.5%至8.1%之间。所提出的策略还可使CO2排放量最多减少11.6%,同时提升系统可靠性。该策略有望应用于高比例可再生能源渗透及局部集群化电网的分布式能源系统中,通过提高能源利用效率和降低排放,为公用事业运营商和终端用户带来显著优势。

English Abstract

Abstract The intermittent nature of renewable energy generation and the fluctuating demands pose persistent challenges in microgrid operations. In response, stakeholders and operators have turned to clustering the geographically adjacent microgrids as a solution. In this context, this paper introduces a novel two-layer energy management strategy for microgrid clusters, utilizing demand-side flexibility and the capabilities of shared battery energy storage (SBES) to minimize operational costs and emissions, while ensuring a spinning reserve within individual microgrids to prevent load-shedding. In the lower layer, the proposed approach devises optimal day-ahead operation policies, while the upper layer employs a cooperative strategy to further optimize the operational efficiency across the entire cluster. The energy management problem is accurately formulated as a mixed integer quadratic programming (MIQP) optimization, which incorporates linear terms in the problem's constraints. The formulation accounts for operational costs associated with SBES including expenses of charging/discharging and changes in operating states (CiOS). Real-world case studies with a cluster of three microgrids in Australia validate the effectiveness of this approach. Results show a reduction in operational costs for the base case scenario by 6.96 % compared to conventional microgrid management strategies. Sensitivity analyses further demonstrate the economic benefits of varying SBES capacity and flexibility pricing, with savings ranging from 6.5 % to 8.1 %. The proposed strategy also reduces CO2 emissions by up to 11.6 %, while improving system reliability. This strategy holds promise for integration into distributed energy systems with high renewable penetration and clustered local grids, offering significant advantages for utility operators and end-users through improved energy efficiency and reduced emissions.
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SunView 深度解读

该双层微电网集群能量管理策略对阳光电源ST系列储能变流器和PowerTitan系统具有重要应用价值。研究中的共享储能系统(SBES)优化调度与阳光电源储能解决方案高度契合,可通过iSolarCloud平台实现多微电网协同控制。论文提出的需求侧灵活性管理和旋转备用策略,可集成到阳光电源GFM/GFL控制技术中,提升高可再生能源渗透率场景下的系统可靠性。MIQP优化算法为智能运维平台的预测性维护功能提供了理论支撑,有助于降低运营成本6.96%并减少碳排放11.6%,符合阳光电源分布式能源系统的技术发展方向。