Machine Learning Approaches Optimizing Semiconductor Manufacturing Processes

This study was geared toward the optimization of semiconductor manufacturing processes through machine learning (ML) based on a regression algorithm. The nonuniformity of plasma-enhanced atomic layer deposition (PEALD) film thickness and PEALD film stress and the film thickness and carbon etching profiles were demonstrated herein to successfully achieve their targets.