Multi-scale modeling and neural operators

Speaker: Dr. Kaushik Bhattacharya - California Institute of Technology
Date: Feb 24, 2023; Time: 2:30 PM Location: UTEB 150

Abstract: The behavior of materials involve physics at multiple length and time scales: electronic, atomistic, domains, defects, etc.  The engineering properties that we observe and exploit in application are a sum total of all these interactions.  Multiscale modeling seeks to understand this complexity with a divide and conquer approach.  It introduces an ordered hierarchy of scales, and postulates that the interaction is pairwise within this hierarchy.  The coarser-scale controls the finer-scale and filters the details of the finer scale.   Still, the practical implementation of this approach is computationally challenging.  This talk introduces the notion of neural operators as controlled approximations of operators mapping one function space to another and explains how they can be used for multiscale modeling.  They lead to extremely high-fidelity models that capture all the details of the small scale but can be directly implemented at the coarse scale in a computationally efficient manner.  We demonstrate the ideas with examples drawn from first principles study of defects and crystal plasticity study of inelastic impact.

Biographical Sketch: Kaushik Bhattacharya is Howell N. Tyson, Sr., Professor of Mechanics and Professor of Materials Science as well as the Vice-Provost at the California Institute of Technology. He received his B.Tech degree from the Indian Institute of Technology, Madras, India in 1986, his Ph.D. from the University of Minnesota in 1991, and his post-doctoral training at the Courant Institute for Mathematical Sciences during 1991-1993. He joined Caltech in 1993. His research concerns the mechanical behavior of materials, and specifically uses theory to guide the development of new materials. He has received the von Kármán Medal of the Society of Industrial and Applied Mathematics (2020), Distinguished Alumni Award of the Indian Institute of Technology, Madras (2019), the Outstanding Achievement Award of the University of Minnesota (2018), the Warner T. Koiter Medal of the American Society of Mechanical Engineering (2015) and the Graduate Student Council Teaching and Mentoring Award at Caltech (2013).  He served as the editor of the Journal of Mechanics and Physics of Solids during 2004-2015.

 

Published: February 15, 2023

Categories: Past Seminars

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