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基于改进鲁棒主成分分析的风火打捆系统次同步振荡溯源方法OA

Subsynchronous Oscillation Localization Method for Wind-thermal Bundled System Under Improved Robust Principal Component Analysis

中文摘要英文摘要

随着风力发电机的大量并网,次同步振荡事件频繁发生,对电力系统安全稳定运行造成严重威胁.准确定位振荡源对抑制振荡起到关键作用,因此提出一种广域量测数据驱动的风火打捆系统次同步振荡溯源方法.首先,推导风电并网系统次同步谐波功率扰动下火电机组受迫振荡的解析表达式,构建强迫次同步振荡高振幅分量的低秩特性矩阵;在此基础上,结合自增强稀疏权重和鲁棒主成分分析法提取次同步强迫振荡的主要特征,实现风火打捆系统次同步振荡精准溯源.最后,基于电磁暂态仿真软件PSCAD/EMTDC搭建三机系统和IEEE 39节点系统,仿真结果验证了所提次同步振荡溯源方法的有效性.结果表明,基于改进鲁棒主成分分析法的强迫次同步振荡溯源方法在不依赖拓扑信息的情况下,能够实现振荡的精准溯源.

The integration of large-scale wind farms into the grid leads to subsynchronous oscillation events,which poses a consistent threat to the safety and stability of the power system.The accurate location of the oscillation source plays an important role in mitigating oscillations.Therefore,in this paper we introduce a synchrophasor data-driven method for the localization of forced subsynchronous oscillation.Firstly,we derive the analytical expression for the oscillation within thermal power units caused by subsynchronous harmonic disturbance in the wind power grid-connected system.Subsequently,the low-rank characteristic matrices are constructed for forced subsynchronous oscillation components.On this basis,the sparse weights of self-augmentation and robust principal component analysis are combined to extract the main features of forced subsynchronous oscillation and achieve accurate localization in the wind-thermal bundled system.Finally,a three-machine system and an IEEE 39-node system are constructed to verify the improved robust principal component analysis on PSCAD/EMTDC.The simulation results demonstrate that the improved robust principal component analysis can intuitively locate the source of forced subsynchronous oscillation in the absence of grid topology information.

徐衍会;朱爱九;梁阳豆;凌武能;熊莉;梁振成;罗翠云

华北电力大学 电气与电子工程学院,北京市 昌平区 102206华北电力大学 电气与电子工程学院,北京市 昌平区 102206广西电网有限责任公司电力调度控制中心,广西壮族自治区 南宁市 530023广西电网有限责任公司电力调度控制中心,广西壮族自治区 南宁市 530023广西电网有限责任公司电力调度控制中心,广西壮族自治区 南宁市 530023广西电网有限责任公司电力调度控制中心,广西壮族自治区 南宁市 530023广西电网有限责任公司电力调度控制中心,广西壮族自治区 南宁市 530023

信息技术与安全科学

鲁棒主成分分析强迫振荡次同步振荡风火打捆系统

robust principal component analysisforced oscillationsubsynchronous oscillationwind-thermal bundled system

《现代电力》 2026 (2)

201-212,12

广西电网公司科技项目(046000KK52222042).Project Supported by Science and Technology Project of Guangxi Power Grid Corporation(046000KK52222042).

10.19725/j.cnki.1007-2322.2024.0030

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