Wind Power Plant Dispatch for Power Grid Frequency Dynamics Improvement: A Surrogate Model-Based Method

IF 7.2 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Transactions on Power Systems Pub Date : 2025-01-08 DOI:10.1109/TPWRS.2025.3527676
Junkai Huang;Yan Xu;Amer M. Y. M. Ghias
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Abstract

Frequency regulation support (FRS) from wind power plants (WPPs) is critical for enhancing the frequency stability of modern power systems. To preserve WPP FRS capabilities, it is essential to account for the frequency response dynamics of each wind turbine generator (WTG) in the WPP-level dispatch process. However, incorporating these dynamics into dispatch algorithms is complex due to the intricate WTG control strategies required for varying wind conditions. To overcome this challenge, this paper first examines detailed WTG dynamics models to capture key frequency response characteristics. A surrogate modeling approach is then proposed, providing an analytical model that accurately represents WTG FRS dynamics. Leveraging this surrogate model, a short-term WPP dispatch framework is developed, ensuring both precise dispatch command tracking and the preservation of FRS capabilities. Additionally, an efficient solving strategy is introduced to enhance the computational performance of the dispatch model. Case studies demonstrate the effectiveness and robustness of the proposed method, offering a significant advancement in integrating WPPs into frequency regulation frameworks.
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风电调度对电网频率动态的改进:一种基于代理模型的方法
风力发电厂的频率调节支持(FRS)对于提高现代电力系统的频率稳定性至关重要。为了保持WPP FRS的能力,必须考虑WPP级调度过程中每个风力发电机组(WTG)的频率响应动态。然而,将这些动态纳入调度算法是复杂的,因为复杂的WTG控制策略需要不同的风条件。为了克服这一挑战,本文首先研究了详细的WTG动力学模型,以捕获关键的频率响应特性。然后提出了一种代理建模方法,提供了一个准确表示WTG FRS动态的分析模型。利用这个代理模型,开发了一个短期WPP调度框架,确保精确的调度命令跟踪和FRS功能的保存。此外,为了提高调度模型的计算性能,还引入了一种有效的求解策略。案例研究证明了所提出方法的有效性和鲁棒性,在将wpp集成到频率调节框架方面取得了重大进展。
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来源期刊
IEEE Transactions on Power Systems
IEEE Transactions on Power Systems 工程技术-工程:电子与电气
CiteScore
15.80
自引率
7.60%
发文量
696
审稿时长
3 months
期刊介绍: The scope of IEEE Transactions on Power Systems covers the education, analysis, operation, planning, and economics of electric generation, transmission, and distribution systems for general industrial, commercial, public, and domestic consumption, including the interaction with multi-energy carriers. The focus of this transactions is the power system from a systems viewpoint instead of components of the system. It has five (5) key areas within its scope with several technical topics within each area. These areas are: (1) Power Engineering Education, (2) Power System Analysis, Computing, and Economics, (3) Power System Dynamic Performance, (4) Power System Operations, and (5) Power System Planning and Implementation.
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