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基于最优动态下垂系数的分布式光伏快速有功功率调节
Rapid Active Power Regulation of Distributed Photovoltaics based on Optimal Dynamic Droop Coefficients
| 作者 | Ting Yan · Chunxia Dou · Dong Yue · Ziwei He · Houjun Li |
| 期刊 | IEEE Transactions on Sustainable Energy |
| 出版日期 | 2025年7月 |
| 技术分类 | 光伏发电技术 |
| 技术标签 | 储能系统 下垂控制 深度学习 |
| 相关度评分 | ★★★★★ 5.0 / 5.0 |
| 关键词 | 分布式光伏 动态下垂系数 聚类优化 频率偏差 调节策略 |
语言:
中文摘要
为实现大规模分布式光伏(DPV)对快速有功功率调节的主动响应,本文提出一种融合聚类与优化的双层架构,用于协调设计DPV的动态下垂系数。底层根据调节需求选取可调容量和响应时间作为聚类特征,采用U-k-means算法实现DPV聚类;上层构建计及调节性能与网损的频率偏差-最优下垂系数模型,并从潮流影响角度进行优化。通过图注意力网络(GAT)预先求解不同频率波动下的下垂系数调节策略。在改进的IEEE 33节点系统上的仿真结果表明,所提GAT模型优于现有神经网络模型,且所提最优下垂系数调节策略具有有效性与优越性。
English Abstract
To realize the active response for rapid active power regulation of massive distributed photovoltaics (DPVs), a bi-level architecture integrating clustering and optimization is proposed for the coordinated design of dynamic droop coefficients of DPVs in this paper. At the lower level, the adjustable capacity and response time are selected as clustering features according to the rapid active power regulation requirements, and the U-k-means algorithm is applied to implement the clustering of DPVs. At the upper level, a frequency deviation-optimal droop coefficient model incorporating the regulation performance and network losses is developed in a perspective that considers power flow impacts. The droop coefficient regulation strategy under various frequency fluctuations is pre-calculated by a graph attention network (GAT). Simulations are performed on a modified IEEE 33-bus test system, and the results verify the outperformance of the proposed GAT model over the existing neural network models, as well as the effectiveness and superiority of the proposed optimal droop coefficient regulation strategy.
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SunView 深度解读
该动态下垂系数优化技术对阳光电源SG系列光伏逆变器和PowerTitan储能系统具有重要应用价值。研究提出的双层架构可直接应用于iSolarCloud平台的分布式光伏集群控制:底层U-k-means聚类算法可根据各逆变器可调容量和响应时间实现智能分组,上层GAT神经网络模型可实时预测最优下垂系数,实现毫秒级频率响应。该技术可增强SG逆变器的主动支撑能力,优化ST储能变流器的AGC调频性能,同时兼顾系统网损优化。建议将GAT模型集成到逆变器DSP控制器中,结合现有VSG虚拟同步机技术,形成自适应下垂控制策略,提升大规模光伏电站的电网友好性和调度响应能力。