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差分进化算法在变压器故障诊断中应用

韩丽 孙望 罗朋 余鹏玺 杜刚 李云鹏

电测与仪表Issue(16):38-42,5.
电测与仪表Issue(16):38-42,5.

差分进化算法在变压器故障诊断中应用

Differential evolution algorithm in the application of the transformer fault diagnosis

韩丽 1孙望 1罗朋 1余鹏玺 1杜刚 1李云鹏2

作者信息

  • 1. 中国矿业大学,江苏徐州221008
  • 2. 兰州大学,兰州730000
  • 折叠

摘要

Abstract

In view of the transformer fault diagnosis for typical small sample data , this paper proposes a support vector machine of power transformer fault diagnosis method ( SVM) based on differential evolution algorithm optimization. This method uses the differential evolution algorithm to optimize function parameters C, and factor g in support vector machine, and applies the optimized support vector machine ( SVM) to fault diagnosis data of small sample.The ex-perimental results show that the accuracy is higher than grid search optimization method and particle swarm optimiza-tion algorithm, and it is very suitable for the fault diagnosis of power transformer.

关键词

变压器/差分进化算法/支持向量机/故障诊断

Key words

transformer/differential evolution algorithm/support vector machine/fault diagnosis

分类

信息技术与安全科学

引用本文复制引用

韩丽,孙望,罗朋,余鹏玺,杜刚,李云鹏..差分进化算法在变压器故障诊断中应用[J].电测与仪表,2015,(16):38-42,5.

电测与仪表

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