Advanced Materials | SC Solutions

Physics-informed Machine Learning for Control – DNN in a Dynamic Feedback Loop

Dec 6, 2021

This Case Study describes an approach to combining physical principles with Machine Learning (ML) for modeling and control of complex systems. Our approach was developed as part of a DARPA-funded research project. It was applied to oil reservoir management. While this...

SC‐MDD™ Compact Whole‐Wafer Scanner

Oct 1, 2020

SC Solutions’ Macro Defect Detection system, SC‐MDD™, is a production‐proven tool that rapidly detects and classifies macro defects for every wafer being processed. SC‐MDD™ includes scanner hardware as well as SC‐WDD™ software which controls the scanning process,...

Temperature Control of Metal-Organic Chemical Vapor Disposition (MOCVD) Process

Oct 1, 2020

Physics-based MOCVD models are useful in many ways including model-based control, design of next-generation chambers, virtual sensing and process optimization. As a capability demonstration, SC Solutions has developed a finite element (FEM) model of a chamber shown...

Fluid Flow Modeling at SC Solutions: Multiphysics Modeling, a versatile tool in the engineer’s toolkit

Oct 1, 2020

The modeling team at SC Solutions has developed fluid flow models for a broad range of applications for more than two decades. These models have been developed primarily using the commercial finite element (FEM) modeling tool, COMSOL® Multiphysics, for which SC is a...

Hyundai Motors and SC Solutions Collaborate on Research Project on Multiphysics Modeling

Sep 1, 2020 | Control Engineering

SC Solutions and Hyundai Motors successfully completed a program on use of COMSOL Multiphysics for optimizing the process of induction hardening of gears. During this collaborative research project, Mr. Si-Yup Lee of Hyundai spent a year at SC Solutions’ offices in...

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