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面向二次频率调节的异构用户侧储能分层灵活性聚合方法

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
卷/期 第 17 卷 第 1 期
技术分类 储能系统技术
技术标签 储能变流器PCS 用户侧储能 调峰调频 模型预测控制MPC
相关度评分 ★★★★★ 5.0 / 5.0
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中文摘要

本文提出三层分层灵活性聚合框架,建模用户侧储能(如户用电池、电动汽车)的实时SOC约束与响应特性,通过原型基最大内逼近法聚类聚合,并以凸优化构建多集群协同调频能力模型,兼顾精度、低损耗与计算效率。

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

该研究高度契合阳光电源ST系列PCS及PowerTitan在用户侧储能参与电网辅助服务的应用场景。其分层聚合与MIA建模方法可直接赋能iSolarCloud平台对分布式储能集群的SFR能力在线评估与指令分解,提升PCS动态响应调度精度;建议将MPC嵌入ST-PCS固件升级路径,并在PowerTitan项目中试点集群级AGC/SFR闭环控制模块,强化光储充一体化系统在电力市场中的调频竞争力。