发电技术 ›› 2020, Vol. 41 ›› Issue (2): 167-174.DOI: 10.12096/j.2096-4528.pgt.19065

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数据视角下的电力系统暂态稳定边界分析

赵高尚1(),刘道伟1,陈树勇1,肖白2,杨红英1,李宗翰1,姜松3   

  1. 1 中国电力科学研究院有限公司, 北京市 海淀区 100192
    2 东北电力大学电气工程学院, 吉林省 吉林市 132000
    3 北京化工大学信息科学与技术学院, 北京市 朝阳区 100029
  • 收稿日期:2019-06-10 出版日期:2020-04-30 发布日期:2020-04-23
  • 作者简介:赵高尚(1993),男,硕士,主要从事电力系统暂态稳定性分析及电力大数据在电力系统中的应用研究, 2744823743@qq.com|刘道伟(1977),男,博士,研究方向为响应式大电网稳定态势量化评估与自适应控制|陈树勇(1960),男,博士,教授,研究方向为含新能源的电力系统分析与规划|肖白(1973),男,博士,教授,主要研究方向为电力系统规划、空间电力负荷预测
  • 基金资助:
    国家自然科学基金项目(51177009)

Power System Transient Stability Boundary Analysis From the Perspective of Data

Gaoshang ZHAO1(),Daowei LIU1,Shuyong CHEN1,Bai XIAO2,Hongying YANG1,Zonghan LI1,Song JIANG3   

  1. 1 China Electric Power Research Institute, Haidian District, Beijing 100192, China
    2 School of Electrical Engineering, Northeast Electric Power University, Jilin 132000, Jilin Province, China
    3 College of Information Science and Technology, Beijing University of Chemical Technology, Chaoyang District, Beijing 100029, China
  • Received:2019-06-10 Published:2020-04-30 Online:2020-04-23
  • Supported by:
    National Natural Science Foundation of China(51177009)

摘要:

随着泛在电力物联网的提出,基于数据挖掘的电力系统分析将在能源互联网的建设中发挥越来越重要的作用。同时临界暂态稳定的边界问题是评价电力系统暂态稳定性的核心问题之一,当前在暂态稳定评估时,常常由于无法对电网临界状态给出准确判断,使安全评估存在模糊区域。为此从数据分析的角度,展开电力系统临界暂态稳定边界特征提取的相关研究。首先基于暂态稳定单机模型及能量函数,刻画分析电力系统临界暂态稳定的边界现象;然后基于BPA自动仿真程序解决了暂态稳定数据样本生成问题;最后完成了"源-网"输入特征的选择及输入特征相关性分析,并利用IEEE-39母线系统完成验证。

关键词: 电力系统, 临界暂态稳定, 边界现象, 数据分析, 输入特征选择

Abstract:

With the introduction of the ubiquitous power Internet of Things, power system analysis based on data mining will play an increasingly important role in the construction of the energy internet. The boundary problem of critical transient stability is one of the core issues in evaluating the transient stability of power systems. At present, in the transient stability assessment, it is often impossible to give an accurate judgment on the critical state of the grid, so that there is a fuzzy area in the safety assessment. From the perspective of data analysis, the related research on the feature extraction of critical transient stability boundary of power system was carried out. Based on the transient stability single machine model and energy function, the boundary phenomenon of critical transient stability of power system was characterized. Then, based on the BPA automatic simulation program, the transient stable data sample generation problem was solved. Finally, the selection of the input characteristics of the "source-network" and the correlation analysis of the input features were completed, and the verification was completed by the IEEE-39 node system.

Key words: power system, critical transient stability, boundary phenomena, data analysis, input feature selection

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