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基于改进Apriori算法的智能电网安全稳定控制装置缺陷关联性分析

蒋航 熊俊 项震 王健 陈愚 钟璐

电测与仪表2024,Vol.61Issue(10):195-202,8.
电测与仪表2024,Vol.61Issue(10):195-202,8.DOI:10.19753/j.issn1001-1390.2024.10.026

基于改进Apriori算法的智能电网安全稳定控制装置缺陷关联性分析

Correlation analysis of smart grid safety and stability control device defects based on improved Apriori algorithm

蒋航 1熊俊 1项震 2王健 2陈愚 1钟璐1

作者信息

  • 1. 国家电网公司西南分部,成都 610095
  • 2. 国电南瑞南京控制系统有限公司,南京 211106
  • 折叠

摘要

Abstract

The security and stability control system of the smart grid is the"second line of defense"of the power system.The defect anomaly analysis of its stability control device is the basis to ensure the stable operation of the power grid.This paper proposes a correlation analysis method for smart grid safety and stability control device de-fect based on improved Apriori algorithm.Firstly,we collect the defect data of the stability control device,and the improved Apriori algorithm is imported after coding qualification.By calculating the support degree and confidence degree,the defect characteristics and influencing factors of the stability control device and the mapping relationship between the modules are analyzed.Secondly,the proposed method can effectively realize the correlation analysis and traceability of the defects of the stability control device,which provides a theoretical basis for preventive main-tenance and fault maintenance of operation and maintenance personnel,and the improved Apriori algorithm also re-duces the time complexity and saves the memory space.Finally,the effectiveness of the proposed method is verified by a simulation example of actual smart grid safety and stability control device defect data.

关键词

安全稳定控制装置/缺陷分析/改进Apriori算法/关联性分析

Key words

safety and stability control device/defect analysis/improved Apriori algorithm/correlation analysis

分类

信息技术与安全科学

引用本文复制引用

蒋航,熊俊,项震,王健,陈愚,钟璐..基于改进Apriori算法的智能电网安全稳定控制装置缺陷关联性分析[J].电测与仪表,2024,61(10):195-202,8.

基金项目

国家自然科学基金重点项目(61933005) (61933005)

国家电网公司西南分部科技项目(SGSW0000DKJS2000105) (SGSW0000DKJS2000105)

电测与仪表

OA北大核心CSTPCD

1001-1390

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