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BIMSA Thursday Machine Learning Applications Seminar
Learning constitutive models with neural networks
Learning constitutive models with neural networks
Organizers
Speaker
Time
Thursday, December 29, 2022 2:00 PM - 4:00 PM
Venue
1129B
Online
Zoom 537 192 5549
(BIMSA)
Abstract
In this talk, I will introduce some work of learning constitutive equations in fluid mechanics and geophysics based on machine learning
Speaker Intro
Fansheng Xiong (熊繁升) is currently an Assistant Researcher Fellow of BIMSA. Before that, he got a bachelor's degree from China University of Geosciences (Beijing), and a doctoral degree from Tsinghua University. He was a visiting student at Yale University for one year. His research interest mainly focuses on solving PDE-related forward/inverse problems based on machine learning algorithms (DNN, PINN, DeepONet, etc.), and their applications in geophysical wave propagation problems and turbulence modeling of fluid mechanics. The relevant efforts have been published in journals such as JGR Solid Earth, GJI, Geophysics, etc.