Deep Learning-Based ASM-ESD Forward I-V Parameter Extraction

The parameter extraction process for the advanced SPICE model for electrostatic discharge diodes (ASM-ESD) requires expert knowledge and can take several minutes to hours to finish. This paper presents a fast and accurate deep learning (DL) based methodology for extracting the ASM-ESD Forward I-V parameters to model the transmission line pulse (TLP)-IV of a device.