吉林大学学报(信息科学版) ›› 2015, Vol. 33 ›› Issue (6): 719-.

• 论文 • 上一篇    下一篇

基于模糊k 均值的变压器分接开关故障诊断

周宏伟1a, 周玉光1b, 关添升1c, 王琦2, 关波3, 刘富4   

  1. 1. 国网吉林省电力有限公司a. 电力科学研究院; b. 电力调度控制中心; c. 培训中心, 长春130021;
    2. 中国电力工程顾问集团东北电力设计院有限公司, 长春130021;
    3. 中国石油吉林石化公司化肥厂, 吉林吉林132022; 4. 吉林大学通信工程学院, 长春130012
  • 收稿日期:2015-06-30 出版日期:2015-11-27 发布日期:2016-01-04
  • 作者简介:周宏伟(1971—), 男, 吉林松原人, 国网吉林省电力有限公司高级工程师, 主要从事电力系统自动化及电力设备故障诊断研究, (Tel)86-15948321660(E-mail)zhlaopang@ netease. com; 通讯作者: 刘富(1968—), 男, 长春人, 吉林大学教授,博士生导师, 主要从事模式识别与智能系统研究, (Tel)86-13610708679(E-mail)liufu@ jlu. edu. cn。
  • 基金资助:

    吉林省科技厅基金资助项目(2013030657HJ)

Fault Diagnosis for On-Load Tap Changer Based on Fuzzy k-Means

ZHOU Hongwei1a, ZHOU Yuguang1b, GAUN Tiansheng1c, WANG Qi2, GUAN Bo3, LIU Fu4   

  1. 1a. Electric Power Research Institute; 1b. Power Dispatch Control Center; 1c. Training Center, Jilin Province Electric Power Company Limited,
    Changchun 130021, China; 2. Northeast Electric Power Design Institute Company Limited, China Power Engineering Consulting Group,
    Changchun 130021, China; 3. Fertilizer Plant, Petro China Jilin Petrochemical Company, Jilin 132022, China;
    4. College of Communication Engineering, Jilin University, Changchun 130012, China
  • Received:2015-06-30 Online:2015-11-27 Published:2016-01-04

摘要:

为帮助维修人员快速定位查找分接开关出现的故障, 基于k 均值的分类思想, 设计了一种针对有载开关裸开关交流测试装置输出数据的测试方法。该模糊k 均值算法与原有的k 均值算法进行比较的实验结果表明,大幅提高了识别结果的正确率和稳定性, 具有良好的故障诊断能力, 可针对测试有载分接开关所输出的数据快速做出诊断, 有助于维修人员快速定位查找故障。

关键词: k 均值, 模糊k 均值, 有载分接开关, 故障诊断, 数据分析

Abstract:

A test method is proposed based on k-means average classification thought, which is designed for testing the data from on-load tap changer to help the repair personnel quickly locate the faults. Compared with original k- means algorithm, the experiment shows that using fuzzy k-means algorithm largely improves accuracy and stability of the recognition results, and this classification method has good ability in fault diagnosis, which can make a quick diagnosis according to the data from on-load tap changer, and help the repair personnel quickly locate the faults.

Key words: k-means, fuzzy k-means, on-load tap changer, fault diagnosis, data analysis

中图分类号: 

  • O2121