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文章摘要
基于多源数据及多维故障诊断空间的快速智能电网故障诊断方案
Fast smart grid fault diagnosis scheme based on multi-source data and multi-dimensional fault diagnosis space
Received:February 28, 2020
Revised:February 28, 2020
DOI:
DOI: 10.19753/j.issn1001-1390.2022.10.021
中文关键词
:
多源数据,故障编码,概率神经网络,信息畸变,误动,拒动,电网故障诊断
英文关键词
:
基金项目
:
Author Name
Affiliation
E-mail
Weicongcong
Shanghai University of Electric Power
2567669863@qq.com
Deng Xiangli
*
Shanghai University of Electric Power
631236110@qq.com
Jia Shenghao
Jiangsu Xingli Construction Group Co.
,
Ltd. supervision consulting branch
2409495363@qq.com
Fang Liuyuan
College of Electrical Engineering
,
Guizhou University
1592410842@qq.com
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中文摘要
:
针对目前的电网故障诊断算法难以兼顾实时性和全面性,导致其无法满足调度实用化需求的问题,提出一种利用多源数据进行故障诊断的快速智能诊断方案。首先通过故障编码技术将遥信数据映射到故障诊断空间,形成故障编码集;然后针对仅用开关量数据的缺陷,提出利用广域量测系统(WAMS)中的电气量信息对故障编码进行修正和补充。接着将带标签的故障编码输入概率神经网络(PNN)进行训练,构造PNN分类模型。最后通过构造故障分析模块对保护和断路器误动、拒动情况进行分析,形成综合智能诊断模型。算例分析表明,该方法正确可行,可满足调度实用化要求。
英文摘要
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