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基于GWO-VMD的IGBT老化状态应力波分析

张超峰 康文 张宏 李孟川 袁嫚 李祺颖 何赟泽

测控技术2025,Vol.44Issue(2):45-52,8.
测控技术2025,Vol.44Issue(2):45-52,8.DOI:10.19708/j.ckjs.2024.12.273

基于GWO-VMD的IGBT老化状态应力波分析

Stress Wave Analysis of IGBT Aging State Based on GWO-VMD

张超峰 1康文 1张宏 1李孟川 2袁嫚 3李祺颖 3何赟泽4

作者信息

  • 1. 国网湖南超高压变电公司,湖南长沙 410005||变电智能运检国网湖南省电力有限公司实验室,湖南长沙 410004
  • 2. 国网湖南超高压变电公司,湖南长沙 410005
  • 3. 湖南大学电气与信息工程学院,湖南长沙 410082
  • 4. 湖南大学电气与信息工程学院,湖南长沙 410082||湖南大学深圳研究院,广东 深圳 518000
  • 折叠

摘要

Abstract

Based on the aging failure problem of insulated gate bipolar transistor(IGBT)devices,an IGBT ag-ing status evaluation method using grey wolf optimizer(GWO)algorithm to optimize variational mode decompo-sition(VMD)algorithm is proposed.Firstly,the GWO algorithm is used to determine the optimal combination of modal decomposition number K and penalty factor α of the VMD algorithm with the minimum envelope entropy as the fitness function.Then,the IGBT stress wave signal is decomposed into several intrinsic mode function(IMF)components by the VMD algorithm based on the optimal parameter combination[K,α].Finally,the fea-ture extraction and analysis of each modal component of signal decomposition are carried out.The results of stress wave test based on IGBT power cycling platform shows that the proposed method can effectively extract the IGBT aging characteristics,and the kurtosis characteristics of the IGBT stress wave change significantly,which can characterize the aging degree of IGBT.

关键词

绝缘栅双极晶体管/应力波/状态评估/变分模态分解

Key words

IGBT/stress waves/state assessment/VMD

分类

计算机与自动化

引用本文复制引用

张超峰,康文,张宏,李孟川,袁嫚,李祺颖,何赟泽..基于GWO-VMD的IGBT老化状态应力波分析[J].测控技术,2025,44(2):45-52,8.

基金项目

国家电网有限公司科技项目(5216A324000V) (5216A324000V)

测控技术

1000-8829

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