Developing physics-based models for Thermal/CFD/Chemistry applications for components in semiconductor capital equipment industry. Experience in commercial software like ANSYS Fluent, Star CCM+, or COMSOL, etc., is highly desirable.
Data driven modeling - Juncture of physics-based modeling with data-driven, AI/ML methods:
Developing methods for translating tool operational data into improved engineering designs
Utilizing DOE, Optimization, and statistical methods to correlate Simulation data to experimental data.
Stochastic optimization tools to bridge between simulation and experiments.
Predict, measure, and analyze the experimental data of mechanical designs, process specification and software programs for semiconductor manufacturing equipment.
Uncertainty Quantification & propagation, sensitivity analysis, statistical inference for model calibration, decision ma...
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