← 返回
风电变流技术
★ 5.0
考虑风电场尾流效应的电力系统频率稳定性概率分析
Probabilistic Analysis of Power System Frequency Stability Considering Wake Effects of Wind Farms
| 作者 | Zhaoyuan Wang · Siqi Bu |
| 期刊 | IEEE Transactions on Power Systems |
| 出版日期 | 2025年1月 |
| 技术分类 | 风电变流技术 |
| 相关度评分 | ★★★★★ 5.0 / 5.0 |
| 关键词 | 概率频率稳定性 风电场尾流效应 分析方法 高斯过程回归 影响因素 |
语言:
中文摘要
摘要:目前大多数受风力发电不确定性影响的概率频率稳定性(PFS)研究忽略了风电场(WFs)内风力发电机组的异质性及其相互作用,即尾流效应(WEs),这将导致结果不准确。本文提出一种考虑风电场尾流效应的概率频率稳定性分析方法。首先,提出一种适用于概率频率稳定性分析的解析尾流效应模型。所提出的省时尾流效应模型可轻松集成到电力系统原有的频率响应模型中,并综合考虑多种地形、风向和风流时间延迟,更真实地反映风电场的尾流效应。为同时分析系统频率和区域级频率并考虑二者之间的隐含关系,设计了多输出高斯过程回归以提高效率和准确性。通过案例研究验证了所提方法的有效性,并证明了在概率频率稳定性分析中考虑风电场尾流效应的必要性。此外,还研究了风向、地形和布局对概率频率稳定性的影响。
English Abstract
Most existing studies on probabilistic frequency stability (PFS) affected by the uncertainty of wind power generation ignore the heterogeneity and interactions of wind turbines inside wind farms (WFs), i.e., wake effects (WEs), which will lead to inaccurate results. This paper proposes a method for analyzing PFS considering the WEs of WFs. Firstly, an analytical WE model suitable for PFS analysis is proposed. The proposed time-saving WE model can be easily integrated into the original frequency response model of power systems and comprehensively consider multiple types of terrains, the wind direction, and the time delay of wind flow, reflecting the WEs of WFs more realistically. To analyze the system frequency and the area-level frequency simultaneously and consider the implicit relationship between them, the multiple output Gaussian process regression is designed to improve efficiency and accuracy. Case studies are carried out to verify the effectiveness of the proposed method and demonstrate the necessity of considering the WEs of WFs in PFS analysis. Moreover, the impact of the wind direction, the terrain, and the layout on PFS is investigated.
S
SunView 深度解读
该研究对阳光电源的大型风电变流器和储能系统产品具有重要参考价值。通过考虑风电场尾流效应对系统频率稳定性的影响机制,可优化ST系列储能变流器的频率响应控制策略,提升PowerTitan储能系统在风电配套应用中的调频能力。研究成果可用于完善风储联合控制算法,特别是在构网型(GFM)控制和虚拟同步机(VSG)技术中,实现更精准的功率调节。这对提升阳光电源在大规模风电场配套储能项目中的技术竞争力具有实际指导意义。