Presentation Information
[20p-A202-5]Theoretical Analysis of Etching -First-Principles and Machine Learning Calculations-
〇Kohji Inagaki1, Kenta Arima1 (1.Osaka Univ.)
Keywords:
first-principles calculations,etching mechanism,machine learning potential
Elucidating etching mechanisms at the atomic level is essential in improving etching technologies. In recent years, research on molecular dynamics calculations using machine-learning potentials, in which the forces acting on atoms obtained by first-principles calculations are learned by machine learning, has been intensively studied. In this presentation, examples of analysis of etching elementary processes on GaN surfaces by conventional first-principles calculations and an attempt to analyze H surface diffusion processes on Si surfaces by machine learning potentials will be presented.