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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 Professor of BIMSA. Before that, he received his doctoral degree in 2020 from Tsinghua University, and he was a visiting research assistant at Yale University during 2018-2019. His research interest mainly focuses on solving forward/inverse problems of PDEs based on machine learning method, and the application of PINN, DeepONet, Reduced Order Model in exploration geophysics, especially seismic rock physics. He is PI for grant from National Natural Science Foundation of China, and he has published papers in journals like Journal of Geophysical Research-Solid Earth, Geophysical Journal International, and Geophysics.