基于EMD的绝缘栅双极晶体管特征提取

Genqian Cao, Ping Xu, Sheng Hong
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引用次数: 0

摘要

本文将经验模态分解(EMD)用于绝缘栅双极晶体管(IGBT)的特征提取。通过温度循环试验,得到了集电极-发射极电压(VCE)和集电极-发射极电流(ICE)等退化参数的动态变化。在对数据进行压缩和初步处理后,采用EMD方法进行分解。然后通过处理后的曲线找到IGBT的降解趋势,通过能量分析找到简并点。结果表明,EMD方法可以很好地适用于IGBT数据的特征提取,为进一步研究IGBT数据奠定了基础。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Feature extraction based on EMD for Insulated Gate Bipolar Transistor
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.
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