一种基于关断电压的IGBT模块结温监测方法

TN325+.2; 实现准确的结温监测对增强绝缘栅双极晶体管(IGBT)模块的可靠性、延长器件寿命至关重要.文章提出了一种基于关断电压的IGBT模块结温监测方法,具有不受负载电流干扰的特性.该方法首先验证了关断电压作为温敏电参数的合理性;其次,采用深度神经网络(DNN),排除关断电压对负载电流的依赖,达到不同工况下保持准确结温预测的目的;最后,通过单相脉宽调制(PWM)进行试验验证.结果显示,该结温监测方法误差在±5℃的范围内,这表明利用DNN优化结温监测是可行的....

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Published in机车电传动 no. 2; pp. 132 - 139
Main Authors 兰尉尹, 崔巍, 陈文轩, 邹盈巧, 李佳诚, 葛兴来
Format Journal Article
LanguageChinese
Published 西南交通大学 利兹学院,四川 成都 610031%西南交通大学 电气工程学院,四川 成都 610031%西南交通大学 物理科学与技术学院,四川 成都 610031 2024
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ISSN1000-128X
DOI10.13890/j.issn.1000-128X.2024.02.016

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Abstract TN325+.2; 实现准确的结温监测对增强绝缘栅双极晶体管(IGBT)模块的可靠性、延长器件寿命至关重要.文章提出了一种基于关断电压的IGBT模块结温监测方法,具有不受负载电流干扰的特性.该方法首先验证了关断电压作为温敏电参数的合理性;其次,采用深度神经网络(DNN),排除关断电压对负载电流的依赖,达到不同工况下保持准确结温预测的目的;最后,通过单相脉宽调制(PWM)进行试验验证.结果显示,该结温监测方法误差在±5℃的范围内,这表明利用DNN优化结温监测是可行的.
AbstractList TN325+.2; 实现准确的结温监测对增强绝缘栅双极晶体管(IGBT)模块的可靠性、延长器件寿命至关重要.文章提出了一种基于关断电压的IGBT模块结温监测方法,具有不受负载电流干扰的特性.该方法首先验证了关断电压作为温敏电参数的合理性;其次,采用深度神经网络(DNN),排除关断电压对负载电流的依赖,达到不同工况下保持准确结温预测的目的;最后,通过单相脉宽调制(PWM)进行试验验证.结果显示,该结温监测方法误差在±5℃的范围内,这表明利用DNN优化结温监测是可行的.
Abstract_FL The precise junction temperature monitoring is of paramount importance for enhancing the reliability of insulated gate bipolar transistor(IGBT)modules and extending the lifespan of devices.This paper introduces a method for monitoring junction temper-ature of IGBT modules based on turn-off voltages(TOV),which highlights resistance to load currents.The study initially verified the ra-tionality of using TOVs as a temperature-sensitive electrical parameter.The deep neural network(DNN)technology was subsequently employed to eradicate the dependence of TOVs on load currents,facilitating accurate junction temperature prediction under varying oper-ational conditions.The proposed method was validated through a single-phase pulse width modulation(PWM)experiment.The findings reveal an error range of±5℃for this method,demonstrating the feasibility of optimizing junction temperature monitoring through DNN utilization.
Author 崔巍
邹盈巧
葛兴来
李佳诚
陈文轩
兰尉尹
AuthorAffiliation 西南交通大学 利兹学院,四川 成都 610031%西南交通大学 电气工程学院,四川 成都 610031%西南交通大学 物理科学与技术学院,四川 成都 610031
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Author_FL CUI Wei
CHEN Wenxuan
LI Jiacheng
ZOU Yingqiao
LAN Weiyin
GE Xinglai
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Issue 2
Keywords 关断电压
结温监测
deep neutral network(DNN)
turn-off voltage(TOV)
深度神经网络
温敏电参数
insulated gate bipolar transistor(IGBT)
junction temperature monitoring
绝缘栅双极晶体管
temperature-sensitive parameter
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Publisher 西南交通大学 利兹学院,四川 成都 610031%西南交通大学 电气工程学院,四川 成都 610031%西南交通大学 物理科学与技术学院,四川 成都 610031
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Title 一种基于关断电压的IGBT模块结温监测方法
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