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基于时序聚类及改进Pettitt的系统谐波阻抗估计

杨勇 李文涛 刘文飞 张旭军 谢映洲 苗虹

电力系统及其自动化学报2024,Vol.36Issue(1):89-98,10.
电力系统及其自动化学报2024,Vol.36Issue(1):89-98,10.DOI:10.19635/j.cnki.csu-epsa.001350

基于时序聚类及改进Pettitt的系统谐波阻抗估计

Utility Harmonic Impedance Estimation Based on Time Series Clustering and Improved Pettitt Method

杨勇 1李文涛 2刘文飞 1张旭军 1谢映洲 1苗虹2

作者信息

  • 1. 国网甘肃省电力公司电力科学研究院,兰州 730070
  • 2. 四川大学电气工程学院,成都 610065
  • 折叠

摘要

Abstract

Aimed at the serious disorder in harmonic voltage and current data,which makes it difficult to estimate the utility harmonic impedance accurately in real time using conventional non-interventional methods,a utility harmonic impedance estimation method based on time series clustering and an improved Pettitt method is proposed.First,the cross-correlation coefficient principte in time series clustering is applied to shift and align harmonic voltage and current sequences and further select the data with a strong correlation.Second,to avoid the effect of impedance mutation,the Pettitt method based on binary partitioning is proposed to test the impedance mutation points.Finally,the self-born weighted least squares method is used to further reduce the effect of outliers on results by assigning weighting coeffi-cients.The simulation results and an example show that the proposed method can effectively reduce the errors in utility harmonic impedance estimation brought by background harmonic fluctuations and impedance mutations.

关键词

谐波阻抗/互相关系数/Pettitt突变检验/再生权最小二乘法/电能质量

Key words

harmonic impedance/cross-correlation coefficient/Pettitt mutation test/self-born weighted least squares method/power quality

分类

信息技术与安全科学

引用本文复制引用

杨勇,李文涛,刘文飞,张旭军,谢映洲,苗虹..基于时序聚类及改进Pettitt的系统谐波阻抗估计[J].电力系统及其自动化学报,2024,36(1):89-98,10.

基金项目

国家电网有限公司科技项目(52272222001J) (52272222001J)

电力系统及其自动化学报

OA北大核心CSTPCD

1003-8930

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