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PINNICLE

Physics Informed Neural Networks for Ice and CLimatE

CI codecov Documentation Status

A Python library for solving ice sheet modeling problems using a unified framework with Physics Informed Neural Networks

NOTE

This project is under active development.

Documentation: pinnicle.readthedocs.io

Physics

  • Momentum Conservation (stress balance):

    • Shelfy Stream Approximation (SSA)
    • MOno-Layer Higher-Order (MOLHO) ice flow model

  • Mass Conservation (mass balance):

    • Thickness evolution

  • Coupuling:

    • stress balance + mass balance

  • Time dependent problems

Data format

  • ISSM model() type, directly saved from ISSM by saveasstruct(md, filename)
  • Scattered data

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