Facundo Sapienza
PhD Student at UC Berkeley interested in Machine Learning and Physics. Previously studied Physics and Mathematics at the University of Buenos Aires.
Session
07-26
11:00
30min
Modeling Glacier Ice Flow with Universal Differential Equations
Facundo Sapienza
We introduce ODINN.jl, an open-source package that uses Universal Differential Equations to model and discover physical processes of climate-glacier interactions. We show how ODINN incorporates tools from the SciML ecosystem (differential equation solvers, automatic differentiation) to recover prescribed laws inside the differential equation describing glacier ice flow, paving the way for functional inversions of empirical laws governing glacier physical processes at a global scale.
SciML
Online talks and posters