李长霖, 贾燕冰, 石俊逸, 刘佳婕, 韩肖清. 考虑风电集群效应的风储系统一次调频容量配置策略[J]. 中国电机工程学报, 2025, 45(8): 2969-2980. DOI: 10.13334/j.0258-8013.pcsee.232247
引用本文: 李长霖, 贾燕冰, 石俊逸, 刘佳婕, 韩肖清. 考虑风电集群效应的风储系统一次调频容量配置策略[J]. 中国电机工程学报, 2025, 45(8): 2969-2980. DOI: 10.13334/j.0258-8013.pcsee.232247
LI Changlin, JIA Yanbing, SHI Junyi, LIU Jiajie, HAN Xiaoqing. Capacity Optimization of Wind Farms-energy Storage Participation in Primary Frequency Regulation Considering Wind Power Cluster Effect[J]. Proceedings of the CSEE, 2025, 45(8): 2969-2980. DOI: 10.13334/j.0258-8013.pcsee.232247
Citation: LI Changlin, JIA Yanbing, SHI Junyi, LIU Jiajie, HAN Xiaoqing. Capacity Optimization of Wind Farms-energy Storage Participation in Primary Frequency Regulation Considering Wind Power Cluster Effect[J]. Proceedings of the CSEE, 2025, 45(8): 2969-2980. DOI: 10.13334/j.0258-8013.pcsee.232247

考虑风电集群效应的风储系统一次调频容量配置策略

Capacity Optimization of Wind Farms-energy Storage Participation in Primary Frequency Regulation Considering Wind Power Cluster Effect

  • 摘要: 风电通过保留有功备用或配置储能来实现一次调频时,两者的协调策略及容量配置对提升风储系统调频性能及经济性具有非常重要的意义。该文提出考虑风电集群效应的风电-共享储能协同一次调频及容量优化策略,构建高维动态藤Copula函数,在相关性风速预测值的基础上描述多风电场之间的相关性和不确定性,考虑尾流效应、时延效应及地形地貌因素等风电集群效应影响,建立风电集群风速相关性及不确定性模型;计及风机性能和运行经济性的影响,提出风电机组保留功率协调分配策略;以一次调频备用容量成本最小为目标,建立考虑集群效应的风电集群-共享储能联合参与一次调频的储能容量机会约束规划模型。最后,通过算例验证所提模型和策略的有效性,并分析风电场间风速时空相关性以及风电集群效应对一次调频容量规划的影响。

     

    Abstract: When wind power participates in primary frequency regulation through active power reserve or energy storage integration, the coordination strategy and capacity allocation significantly impact the performance and economic efficiency of wind-storage frequency regulation systems. This paper presents a coordinated primary frequency regulation and capacity optimization strategy for wind power and shared energy storage that accounts for wind farm cluster effects. The methodology develops a high-dimensional dynamic Vine Copula function to characterize correlations and uncertainties among multiple wind farms using correlated wind speed forecasting, while incorporating cluster effects including wake effects, time-delay impacts, and terrain influences. A reserved power allocation strategy for wind turbines is proposed considering both turbine performance and operational economics. Furthermore, an opportunity-constrained programming model optimizes energy storage capacity with the objective of minimizing primary frequency regulation reserve costs while incorporating cluster effects. Case studies validate the effectiveness of the proposed model and strategy, while analyzing how spatiotemporal wind speed correlations and wind power cluster characteristics influence primary frequency regulation capacity planning.

     

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