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@ODINN-SciML

ODINN

Global climate-glacier interactions modelling with Universal Differential Equations

Welcome to the ODINN research project and SciML modelling framework

ODINN is an open-source glacier modelling project that investigates innovative hybrid methods to discover new laws governing glacier physics. By leveraging differentiable programming techniques, we are developing hybrid models that integrate differential equations describing ice flow with machine learning models to learn and parameterize specific components of these equations. This approach facilitates the discovery of parameterizations for glacier processes, helping to bridge the gap between our current mechanistic understanding of glacier physics and emerging observational data.

Architecture

ODINN is split among multiple Julia packages (with the exception of Gungnir), each one playing a very specific role:

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  1. ODINN.jl ODINN.jl Public

    Global glacier model using Universal Differential Equations for climate-glacier interactions

    Julia 73 12

  2. MassBalanceMachine MassBalanceMachine Public

    Global machine learning glacier mass balance model, capable of assimilating all sources of glaciological and remote sensing data

    Jupyter Notebook 18 11

  3. Huginn.jl Huginn.jl Public

    Fast and flexible glacier ice flow models

    Julia 2 4

  4. Muninn.jl Muninn.jl Public

    Scientific machine learning glacier mass balance models

    Julia 5 2

  5. DiffEqSensitivity-Review DiffEqSensitivity-Review Public

    A Review of Sensitivity Methods for Differential Equations

    TeX 29 14

  6. SphereUDE.jl SphereUDE.jl Public

    A Julia package for regression in the sphere based on Universal Differential Equations

    Julia 2 3

Repositories

Showing 10 of 15 repositories
  • Sleipnir.jl Public

    Core structures and tools for ODINN.jl

    ODINN-SciML/Sleipnir.jl’s past year of commit activity
    Julia 2 MIT 4 16 0 Updated Jan 25, 2025
  • Huginn.jl Public

    Fast and flexible glacier ice flow models

    ODINN-SciML/Huginn.jl’s past year of commit activity
    Julia 2 MIT 4 8 5 Updated Jan 25, 2025
  • Muninn.jl Public

    Scientific machine learning glacier mass balance models

    ODINN-SciML/Muninn.jl’s past year of commit activity
    Julia 5 MIT 2 0 1 Updated Jan 25, 2025
  • ODINN.jl Public

    Global glacier model using Universal Differential Equations for climate-glacier interactions

    ODINN-SciML/ODINN.jl’s past year of commit activity
    Julia 73 MIT 12 29 16 Updated Jan 25, 2025
  • Gungnir Public

    Preprocessing of topographical and climate data for ODINN.jl using OGGM

    ODINN-SciML/Gungnir’s past year of commit activity
    Python 1 MIT 0 1 0 Updated Jan 24, 2025
  • .github Public
    ODINN-SciML/.github’s past year of commit activity
    0 MIT 0 0 0 Updated Jan 24, 2025
  • ODINN-SciML/Database-Exploration’s past year of commit activity
    Jupyter Notebook 0 MIT 0 0 0 Updated Jan 22, 2025
  • SphereUDE.jl Public

    A Julia package for regression in the sphere based on Universal Differential Equations

    ODINN-SciML/SphereUDE.jl’s past year of commit activity
    Julia 2 MIT 3 10 1 Updated Jan 5, 2025
  • MassBalanceMachine Public

    Global machine learning glacier mass balance model, capable of assimilating all sources of glaciological and remote sensing data

    ODINN-SciML/MassBalanceMachine’s past year of commit activity
    Jupyter Notebook 18 MIT 11 26 0 Updated Dec 18, 2024
  • DiffEqSensitivity-Review Public

    A Review of Sensitivity Methods for Differential Equations

    ODINN-SciML/DiffEqSensitivity-Review’s past year of commit activity
    TeX 29 MIT 14 10 (2 issues need help) 6 Updated Nov 26, 2024

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