A Comprehensive Review of Machine Learning Approaches for Semiconductor Device Modeling and Simulation Article

Mamun, Kazi Mohammad, Pala, Nezih, Shawkat, Mst Shamim Ara. (2025). A Comprehensive Review of Machine Learning Approaches for Semiconductor Device Modeling and Simulation . IEEE ACCESS, 13 162969-162991. 10.1109/ACCESS.2025.3605856

Open Access

cited authors

  • Mamun, Kazi Mohammad; Pala, Nezih; Shawkat, Mst Shamim Ara

authors

publication date

  • January 1, 2025

published in

keywords

  • C-V simulation
  • Computer Science
  • Computer Science, Information Systems
  • Engineering
  • Engineering, Electrical & Electronic
  • FABRICATION
  • FRAMEWORK
  • GATE
  • I-V simulation
  • INDEX TERMS Semiconductor device simulation
  • PREDICTION
  • Science & Technology
  • Technology
  • Telecommunications
  • VOLTAGE
  • analog circuit simulation
  • artificial intelligence
  • artificial neural network
  • deep learning
  • device modeling
  • device optimization
  • device physics modeling
  • machine learning
  • parameter extraction
  • physics-informed neural network

Digital Object Identifier (DOI)

publisher

  • IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC

start page

  • 162969

end page

  • 162991

volume

  • 13