Materials Discovery with Modern Tools: Machine Learning

Monday, September 13, 2021: 1:00 PM-3:00 PM
225 (America's Center)
Mr. John Shimanek, Pennsylvania State University
1:00 PM
(V) Rapid Emergence of AI/ML in Materials Discovery and Design
Dr. David McDowell, Georgia Institute of Technology; Prof. Zi-Kui Liu, Pennsylvania State University
1:20 PM
(V) Generative Adversarial neural Networks (GANs) for 3D microstructural design and optimization
Prof. Elizabeth A. Holm, PhD FASM FTMS, Carnegie Mellon University; Dr. Tim Hsu, Carnegie Mellon University; Hokon Kim, Carnegie Mellon University; Dr. William K. Epting, National Energy Technology Laboratory; Dr. Harry W. Abernathy, National Energy Technology Laboratory; Dr. Gregory A. Hackett, National Energy Technology Laboratory; Prof. Paul Salvador, Carnegie Mellon University
2:00 PM
(V) Domain and Uncertain in Machine Learning Models for Materials Properties
Prof. Dane Morgan, University of Wisconsin-Madison; Dr. Ryan Jacobs, University of Wisconsin-Madison
2:20 PM
(V) Materials Data and Machine Learning
Dr. Tiberiu Stan, Northwestern University; Mr. Jiwon Yeom, Korea Advanced Institute of Science and Technology; Prof. Peter Voorhees, Northwestern University