Modeling Engineer 3 (CFD, Thermal, AI/ML)
Core
Develop physics-based models for Thermal/CFD/Chemistry applications for components in semiconductor capital equipment using hybrid physics-based AI/ML modeling.
Role type
Junior IC modeling engineer (CFD, Thermal, AI/ML)
Builds
Physics-based models and hybrid AI/ML tools for semiconductor equipment design
Domain
Semiconductor equipment manufacturing
Deliverable
production ML models
Required skills
Computational Fluid Dynamics, Heat transfer, Chemistry, AI/ML concepts, DOE and statistical methods, Uncertainty Quantification, Multi-scale modeling, Python or coding for commercial software
Preferred skills
Semiconductor metrology methods, Vacuum environment hardware design
Technologies
ANSYS Fluent, Star CCM+, COMSOL
Responsibilities
Develop physics-based models for Thermal/CFD/Chemistry applications; Utilize DOE, Optimization, and statistical methods to correlate simulation data to experimental data; Predict, measure, and analyze experimental data for uncertainty Quantification & propagation; Perform multi-scale modeling from nano to macro levels; Provide design improvements based on quantitative field measured failure data; Work directly with mechanical, electrical, process and software engineers to define design requirements and simulation plans
Seniority
Junior, 0-3 years experience