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A Python library for solving ice sheet modeling problems using physics-informed neural networks, PINNICLE v1.0

Published in Geoscientific Model Development • Aug 26, 2025
Authors:
Gong Cheng
,
Mansa Krishna
,
Mathieu Morlighem

Abstract

Predicting the future contributions of the ice sheets to sea-level rise remains a significant challenge due to our limited understanding of key physical processes (e.g., basal friction, ice rheology) and the lack of observations of critical model inputs (e.g., bed topography). Traditional numerical ...

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