Hi all,
Our next CMWG meeting will be held next Wednesday 6th Aug from 10:30-11:15 am Melbourne/Canberra/Hobart time (AEST). We only have a seminar on the agenda:
- Seminar by Asst. Prof. Ching-Yao Lai (Stanford University) 10:30-11:15 am
Title: Deep learning the flow law of Antarctic ice shelves
Abstract:
Can AI help uncover unknown physical laws from vast amounts of Earth data? In this talk I will discuss data-driven exploration of the constitutive law (i.e. flow law) of ice shelves using physics-informed deep learning and remote-sensing observations (Wang, Lai, Prior, Cowen-Breen, Science (2025)). The constitutive law of ice directly governs the dynamics of land ice but is challenging to measure in the field. Here, with physics-informed deep learning and remote-sensing observations, we identify constitutive models that differ from those previously assumed in ice-sheet models. Our results suggest the need to reassess the impact of ice flow laws on the future projection of sea-level rise.
Bio: Yao is an Assistant Professor in the Department of Geophysics and the Institute for Computational and Mathematical Engineering at Stanford. Before Stanford, she was an Assistant Professor at Princeton University. She did her undergraduate degree (2013) in Physics from National Taiwan University, a PhD (2018) in Mechanical and Aerospace Engineering from Princeton University, and postdoctoral research at Columbia University where she received the Lamont Postdoctoral Fellowship. Her current research focuses on integrating mathematical models and machine-learned models to tackle problems in the cryosphere. She was the recipient of the 2023 Google Research Scholar Award and the 2024 Sloan Research Fellowship.
The Zoom details are as follows:
Meeting ID: 847 3427 5772
Password: 643764
Looking forward to seeing you all next Wednesday.
Best regards,
Chen