Mechanistic Data Science for STEM Education and Applications

Dr. Wing Kam Liu is Walter P. Murphy Professor of Mechanical Engineering & Civil and Environmental Engineering and (by courtesy) Materials Science and Engineering, and Director of Global Center on Advanced Material Systems and Simulation (CAMSIM) at Northwestern University in Evanston, Illinois;  Dr. Zhengtao Gan is Research Assistant Professor in the Department of Mechanical Engineering at Northwestern University in Evanston, Illinois; and Dr. Mark Fleming, is the Chief Technical Officer of Fusion Engineering, and an Adjunct Professor in the Department of Mechanical Engineering at Northwestern University in Evanston, Illinois.

• 1-Introduction to Mechanistic Data Science.- 2-Multimodal Data Generation and Collection.- 3-Optimization and Regression.- 4-Extraction of Mechanistic Features.- 5-Knowledge-Driven Dimension Reduction and Reduced Order Surrogate Models.- 6-Deep Learning for Regression and Classification.- 7-System and Design