DocumentCode
265387
Title
Feature extraction based on EMD for Insulated Gate Bipolar Transistor
Author
Genqian Cao ; Ping Xu ; Sheng Hong
Author_Institution
Sch. of reliability & Syst. Eng., Beihang Univ., Beijing, China
fYear
2014
fDate
4-7 June 2014
Firstpage
619
Lastpage
622
Abstract
In this paper, empirical mode decomposition (EMD) is used in feature extraction on Insulated Gate Bipolar Transistor (IGBT). Dynamic changes of the degradation parameters such as collector-emitter voltage (VCE) and collector-emitter current (ICE) were got by temperature cycling test. Having conducted data compression and preliminary processing, we proceed the decomposition by using the EMD method. Then IGBT degradation trends can be found through the curve after treatment and the degenerate point can be found through energy analysis. The results show that EMD method can be well suited for feature extraction of IGBT data, and lay a foundation for further study of the data.
Keywords
data compression; feature extraction; insulated gate bipolar transistors; EMD; ICE; IGBT; VCE; collector-emitter current; collector-emitter voltage; data compression; degradation parameters; empirical mode decomposition; feature extraction; insulated gate bipolar transistor; temperature cycling test; Degradation; Empirical mode decomposition; Feature extraction; Insulated gate bipolar transistors; Market research; Reliability; Temperature; IGBT; empirical mode decomposition; feature extraction;
fLanguage
English
Publisher
ieee
Conference_Titel
Cyber Technology in Automation, Control, and Intelligent Systems (CYBER), 2014 IEEE 4th Annual International Conference on
Conference_Location
Hong Kong
Print_ISBN
978-1-4799-3668-7
Type
conf
DOI
10.1109/CYBER.2014.6917535
Filename
6917535
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