Understanding Simulation Augmented Machine Learning For Semiconductor Physics And Defect Discovery

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  • Description: Combining the digital and the real world will be key to address the mega-challenges ahead of our society. Sufficiently ...
  • DDPS Talk Date: December 18, 2025 Speaker: Michael Shields (Johns Hopkins University) Title: The Nexus of
  • Machine learning
  • Norman Chang, chief technologist at ANSYS, talks with
  • This video introduces PINNs, or

Detailed Analysis of Simulation Augmented Machine Learning For Semiconductor Physics And Defect Discovery

Relevant papers: Albert Lu et al., "Vertical GaN Diode BV Maximization through Rapid TCAD ... it This video discusses the first stage of the

Joint work with Nathan Kutz: https://www.youtube.com/channel/UCoUOaSVYkTV6W4uLvxvgiFA

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