bryanvriel/LearningBasalMechanics: Pre-release for Learning Basal Mechanics

Python classes and scripts for the manuscript "Data-Driven Inference of the Mechanics of Slip Along Glacier Beds Using Physics-Informed Neural Networks: Case study on Rutford Ice Stream, Antarctica" by B. Riel, B. Minchew, and T. Bischoff. Included in this repository are scripts for traini...

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Bibliographic Details
Main Author: Riel, Bryan
Format: Article in Journal/Newspaper
Language:unknown
Published: Zenodo 2021
Subjects:
Online Access:https://dx.doi.org/10.5281/zenodo.4755695
https://zenodo.org/record/4755695
Description
Summary:Python classes and scripts for the manuscript "Data-Driven Inference of the Mechanics of Slip Along Glacier Beds Using Physics-Informed Neural Networks: Case study on Rutford Ice Stream, Antarctica" by B. Riel, B. Minchew, and T. Bischoff. Included in this repository are scripts for training physics-informed neural networks for 1D and 2D ice flow simulations. For both cases, ice flow follows the shallow shelf/stream approximation (SSA).