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基于随机森林的电缆管网综合监测系统研究

牛荣泽 张凯 谢芮芮 徐铭铭 郭祥富 董轩

电测与仪表2024,Vol.61Issue(10):74-81,8.
电测与仪表2024,Vol.61Issue(10):74-81,8.DOI:10.19753/j.issn1001-1390.2024.10.010

基于随机森林的电缆管网综合监测系统研究

Research on monitoring system of cable network pipeline based on random forest

牛荣泽 1张凯 2谢芮芮 1徐铭铭 1郭祥富 2董轩1

作者信息

  • 1. 国网河南省电力公司电力科学研究院,郑州 450052
  • 2. 国网河南省电力公司,郑州 450052
  • 折叠

摘要

Abstract

Safe and stable operation of cable network pipeline in distribution network is of great significance to pow-er supply safety and power consumption reliability.Aiming at the problem of single monitoring variable and central-ized data processing in the existing online monitoring of distribution network pipeline,this paper studies an operat-ing monitoring method based on edge computing with multi-source data evaluation.Firstly,the structure of multi-source data monitoring system for cable network pipeline based on edge computing is discussed.Then,a random forest based multi-source data evaluation method for real-time monitoring of cable network operation is proposed.Finally,simulation experiment results verify the effectiveness of the proposed method in operation evaluation of ca-ble network pipeline.

关键词

运行监测/状态评估/多源数据/随机森林

Key words

operating monitoring/status evaluation/multi-source data/random forest

分类

信息技术与安全科学

引用本文复制引用

牛荣泽,张凯,谢芮芮,徐铭铭,郭祥富,董轩..基于随机森林的电缆管网综合监测系统研究[J].电测与仪表,2024,61(10):74-81,8.

基金项目

国家电网有限公司总部管理科技项目(5400-202224157A-1-1-ZN) (5400-202224157A-1-1-ZN)

电测与仪表

OA北大核心CSTPCD

1001-1390

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