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储能系统技术 储能系统 DAB 户用光伏 调峰调频 ★ 5.0

异构需求侧储能的分层灵活性聚合用于二次频率调节

Hierarchical Flexibility Aggregation of Heterogeneous Demand-side Energy Storages for Secondary Frequency Regulation

作者 Peixuan Wu · Di Liu · Songyan Zhang · Chao Lu · Jianxin Zhang
期刊 IEEE Transactions on Sustainable Energy
出版日期 2025年6月
技术分类 储能系统技术
技术标签 储能系统 DAB 户用光伏 调峰调频
相关度评分 ★★★★★ 5.0 / 5.0
关键词 需求侧储能 分层灵活性聚合框架 二次频率调节 调节能力建模 凸优化
语言:

中文摘要

家庭电池和电动汽车等需求侧储能(DESs)在提供快速频率调节服务方面具有巨大潜力。本文提出一种三层分层灵活性聚合框架,以全面评估并可靠实现异构DESs在二次频率调节(SFR)中的聚合灵活性。设备层将单个DES的调节能力建模为考虑实时荷电状态约束与调节信号统计特征的二维可行域,并据此对DES进行聚类。集群层采用基于原型的最大内逼近法(MIA)高效聚合各集群的调节容量、动态响应模型及成本。聚合层通过凸优化在每个可行运行点建立多集群协同SFR灵活性的解析表达式,为聚合商经济参与SFR提供综合模型。仿真验证了该方法在降低灵活性损失和计算负担方面的优越性,并利用实际调节信号证明了聚合灵活性的可分解性。

English Abstract

Demand-side energy storages (DESs), such as household batteries and electric vehicles (EVs), have shown great potential in providing fast frequency regulation services. This paper proposes a three-layer hierarchical flexibility aggregation framework to fully evaluate and reliably realize the aggregate flexibility of heterogeneous DESs for secondary frequency regulation (SFR). At the device layer, the regulation capacity of an individual DES is modeled as a two-dimensional feasible region, with the real-time state-of-charge (SoC) constraint and the statistical features of regulation signals well considered. On this basis, heterogeneous DESs are divided into several clusters according to the geometry of their feasible region. At the cluster layer, regulation capacity, dynamic response model as well as regulation costs are efficiently aggregated within each DES cluster by prototype-based maximum inner approximation (MIA). At the aggregator layer, an analytical expression of the multi-cluster coordinated SFR flexibility can be formulated by convex optimizations at each feasible operating point, which provides a comprehensive model for DES aggregators to economically participate in SFR. Comparative simulations validate that the proposed method can accurately capture the aggregate SFR flexibility of heterogeneous DESs with lower flexibility loss and affordable computational burden, while the disaggregation feasibility of aggregate flexibility is further demonstrated using real-world regulation signals.
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SunView 深度解读

该分层灵活性聚合技术对阳光电源储能与充电业务具有重要应用价值。在PowerTitan大型储能系统中,可借鉴其三层聚合架构实现异构储能单元(电池簇、PCS模组)的协同调频控制,通过二维可行域建模优化ST系列储能变流器的AGC响应策略。对于户用光伏储能场景,该方法可集成至iSolarCloud平台,实现分布式家庭储能与充电桩的虚拟电厂聚合,基于SOC约束与调频信号统计特征动态评估可调节容量。其最大内逼近法可降低多设备协同的计算复杂度,提升聚合商经济性。建议将凸优化灵活性解析模型融入VSG控制算法,增强构网型储能系统的频率支撑能力与电网辅助服务收益。