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Rapid MOSFET Contact Resistance Extraction From Circuit Using SPICE-Augmented Machine Learning Without Feature Extraction

IEEE Transactions on Electron Devices(2021)

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摘要
It is desirable to monitor the degradation of integrated circuits (ICs) or perform their failure analysis through their electrical characteristics [such as the voltage-transfer characteristic (VTC), of an inverter]. Such a method is nondestructive, low-cost, and can be applied to a large number of samples. Machine learning is naturally an excellent tool to perform this task. However, it is very ex...
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关键词
Feature extraction,Inverters,Integrated circuit modeling,SPICE,Machine learning,Data models,Electrical resistance measurement
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