DocumentCode :
32190
Title :
Monitoring Potential Defects in an IGBT Module Based on Dynamic Changes of the Gate Current
Author :
Shengqi Zhou ; Luowei Zhou ; Pengju Sun
Author_Institution :
State Key Lab. of Power Transm. Equip. & Syst. Security & New Technol., Chongqing Univ., Chongqing, China
Volume :
28
Issue :
3
fYear :
2013
fDate :
Mar-13
Firstpage :
1479
Lastpage :
1487
Abstract :
Potential defects inside an insulated gate bipolar transistor (IGBT) module can be seen as precursors of being about to wear out, and are important for health monitoring of the IGBT module which is used to enhance reliability. A method for detecting defects in the IGBT module by identifying dynamic changes of the gate current is presented in this paper. It is based on the fact that parasitic elements inside the IGBT module are affected by local damage induced by aging over time, and subsequently, these influences are easily distinguished by dynamic changes of the gate current. The proposed prognostic approach is based on relevance vector machine framework, which can give accurate predictions and allow operators to observe unhealthy IGBT modules inside a power converter, and then take appropriate measures timely to avoid breakdown. The parasitic elements involved in the gate circuit are extracted, and their contributions to dynamic changes of the gate current are also discussed. Finally, a confirmatory experiment is carried out, and the correctness of the proposed method is verified.
Keywords :
ageing; electronic engineering computing; inference mechanisms; insulated gate bipolar transistors; learning (artificial intelligence); power convertors; semiconductor device reliability; wear; IGBT module; aging; defect detection; gate circuit; gate current; health monitoring; insulated gate bipolar transistor module; parasitic elements; potential defect monitoring; power converter; relevance vector machine framework; reliability; Bonding; Capacitance; Insulated gate bipolar transistors; Junctions; Logic gates; Resistance; Wires; Defect; insulated gate bipolar transistor (IGBT); power electronics; relevance vector machine (RVM);
fLanguage :
English
Journal_Title :
Power Electronics, IEEE Transactions on
Publisher :
ieee
ISSN :
0885-8993
Type :
jour
DOI :
10.1109/TPEL.2012.2210249
Filename :
6266754
Link To Document :
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