An IGBT Device Health Status Assessment Method Based on Characteristics Identification

IF 4.2 2区工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC

IEEE Transactions on Industry Applications Pub Date : 2025-01-21 DOI:10.1109/TIA.2025.3532419

Zeyu Duan;Ran Yao;Wei Lai;Hui Li;Cheng Yang;Yuan Min;Yannan Yuan;Wenxing Han

{"title":"An IGBT Device Health Status Assessment Method Based on Characteristics Identification","authors":"Zeyu Duan;Ran Yao;Wei Lai;Hui Li;Cheng Yang;Yuan Min;Yannan Yuan;Wenxing Han","doi":"10.1109/TIA.2025.3532419","DOIUrl":null,"url":null,"abstract":"The Insulated Gate Bipolar Transistor (IGBT) is a critical component of power electronic equipment, and the health of the IGBT device is of utmost importance to ensure the reliability and stability of the power system. This paper proposes a method for assessing the health status of IGBT device based on characteristics identification. Firstly, a finite element model of the IGBT device is established to analyze the performance of bond-wire and solder layer under the power cycling condition. Secondly, the IGBT device under solder layer failure and bond-wire failure are simulated, and the characteristics parameters of the IGBT device under different aging degree are analyzed. Finally, an adaptive network-based fuzzy inference system (ANFIS) algorithm is used to establish the IGBT device health status assessment model, and power cycling test data is used to verify the accuracy of the health state evaluation model, which reaches more than 94.8%. The results show that the proposed method can effectively evaluate the health status of IGBT device.","PeriodicalId":13337,"journal":{"name":"IEEE Transactions on Industry Applications","volume":"61 2","pages":"3384-3398"},"PeriodicalIF":4.2000,"publicationDate":"2025-01-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Industry Applications","FirstCategoryId":"5","ListUrlMain":"https://ieeexplore.ieee.org/document/10848327/","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}

引用次数: 0

Abstract

The Insulated Gate Bipolar Transistor (IGBT) is a critical component of power electronic equipment, and the health of the IGBT device is of utmost importance to ensure the reliability and stability of the power system. This paper proposes a method for assessing the health status of IGBT device based on characteristics identification. Firstly, a finite element model of the IGBT device is established to analyze the performance of bond-wire and solder layer under the power cycling condition. Secondly, the IGBT device under solder layer failure and bond-wire failure are simulated, and the characteristics parameters of the IGBT device under different aging degree are analyzed. Finally, an adaptive network-based fuzzy inference system (ANFIS) algorithm is used to establish the IGBT device health status assessment model, and power cycling test data is used to verify the accuracy of the health state evaluation model, which reaches more than 94.8%. The results show that the proposed method can effectively evaluate the health status of IGBT device.

查看原文本刊更多论文

基于特征识别的IGBT设备健康状态评估方法

绝缘栅双极晶体管（IGBT）是电力电子设备的关键部件，IGBT器件的健康与否对保证电力系统的可靠性和稳定性至关重要。提出了一种基于特征识别的IGBT设备健康状态评估方法。首先，建立了IGBT器件的有限元模型，分析了功率循环条件下键合线和焊层的性能。其次，对焊料层失效和焊线失效情况下的IGBT器件进行了仿真，分析了不同老化程度下IGBT器件的特性参数。最后，采用基于自适应网络的模糊推理系统（ANFIS）算法建立了IGBT设备健康状态评估模型，并利用功率循环试验数据验证了健康状态评估模型的准确性，达到94.8%以上。结果表明，该方法能有效地评估IGBT器件的健康状态。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

求助全文

约1分钟内获得全文求助全文

来源期刊

IEEE Transactions on Industry Applications 工程技术-工程：电子与电气

CiteScore

9.90

自引率

9.10%

发文量

747

审稿时长

3.3 months

期刊介绍： The scope of the IEEE Transactions on Industry Applications includes all scope items of the IEEE Industry Applications Society, that is, the advancement of the theory and practice of electrical and electronic engineering in the development, design, manufacture, and application of electrical systems, apparatus, devices, and controls to the processes and equipment of industry and commerce; the promotion of safe, reliable, and economic installations; industry leadership in energy conservation and environmental, health, and safety issues; the creation of voluntary engineering standards and recommended practices; and the professional development of its membership.