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EyringMLClimateGroup

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  1. iglesias-suarez23jgr_CausalNNCAM iglesias-suarez23jgr_CausalNNCAM Public

    Jupyter Notebook 6

  2. behrens24james_SPCESM2_ML_ensembles behrens24james_SPCESM2_ML_ensembles Public

    Code repository to reproduce: G.Behrens, T. Beucler, F. Iglesias-Suarez, S. Yu, P. Gentine, M. Pritchard, M. Schwabe and V. Eyring, 2025. Simulating Atmospheric Processes in Earth System Models and…

    Jupyter Notebook 4 1

  3. behrens22james_SPCAM_VED behrens22james_SPCAM_VED Public

    Jupyter Notebook 3 2

  4. grundner23james_EquationDiscovery_CloudCover grundner23james_EquationDiscovery_CloudCover Public

    A hierarchical modeling framework to discover new machine learning-based equations for cloud cover, including symbolic regression

    Jupyter Notebook 3 3

  5. galytska23jgr_EvaluatingCausalArcticMidlatTelec galytska23jgr_EvaluatingCausalArcticMidlatTelec Public

    Jupyter Notebook 3 1

  6. grundner22james_icon-ml_cloudcover grundner22james_icon-ml_cloudcover Public

    A NN based cloud cover parameterization for the ICON-A model

    Jupyter Notebook 2 1

Repositories

Showing 10 of 22 repositories
  • grundner23james_EquationDiscovery_CloudCover Public

    A hierarchical modeling framework to discover new machine learning-based equations for cloud cover, including symbolic regression

    EyringMLClimateGroup/grundner23james_EquationDiscovery_CloudCover’s past year of commit activity
    Jupyter Notebook 3 Apache-2.0 3 0 0 Updated Apr 28, 2025
  • hafner24jgrml_MLradiationemulation_offline Public
    EyringMLClimateGroup/hafner24jgrml_MLradiationemulation_offline’s past year of commit activity
    Jupyter Notebook 0 Apache-2.0 0 0 0 Updated Apr 24, 2025
  • grundner25pnas_iconaml_automatic_tuning Public

    Data-driven equation for cloud cover implemented in ICON-A, the atmospheric component of the ICON climate model. The resulting ICON-A-ML climate model is tuned automatically, surpassing the predictive skill of the native ICON-A model.

    EyringMLClimateGroup/grundner25pnas_iconaml_automatic_tuning’s past year of commit activity
    HTML 0 Apache-2.0 1 0 0 Updated Apr 11, 2025
  • debeire25eds_UncertaintyCausalEffects Public

    Code repository to reproduce figures in 'Debeire, K., Gerhardus, A., Bichler, R., Runge, J., & Eyring, V. (2025). Uncertainty bounds for long-term causal effects of perturbations in spatio-temporal systems.'

    EyringMLClimateGroup/debeire25eds_UncertaintyCausalEffects’s past year of commit activity
    Jupyter Notebook 0 GPL-3.0 0 0 0 Updated Mar 31, 2025
  • debeire25esd_CausalWeighting Public

    Code repository to reproduce: Debeire, K., Bock, L., Nowack, P., Runge, J. & Eyring, V. (2025). Constraining uncertainty in projected precipitation over land with causal discovery.

    EyringMLClimateGroup/debeire25esd_CausalWeighting’s past year of commit activity
    Jupyter Notebook 0 GPL-3.0 1 0 0 Updated Feb 13, 2025
  • behrens24james_SPCESM2_ML_ensembles Public

    Code repository to reproduce: G.Behrens, T. Beucler, F. Iglesias-Suarez, S. Yu, P. Gentine, M. Pritchard, M. Schwabe and V. Eyring, 2025. Simulating Atmospheric Processes in Earth System Models and Quantifying Uncertainties with Deep Learning Multi-Member and Stochastic Parameterizations

    EyringMLClimateGroup/behrens24james_SPCESM2_ML_ensembles’s past year of commit activity
    Jupyter Notebook 4 MIT 1 0 0 Updated Feb 12, 2025
  • sarauer24eds_ml_microphysics_parameterization Public

    A physics-informed machine learning parameterization for cloud microphysics in ICON

    EyringMLClimateGroup/sarauer24eds_ml_microphysics_parameterization’s past year of commit activity
    Jupyter Notebook 1 Apache-2.0 1 0 0 Updated Jan 10, 2025
  • bonnet24gmd_automatic_tuning_atm Public

    Automatic tuning scripts for ICON-A R2B5

    EyringMLClimateGroup/bonnet24gmd_automatic_tuning_atm’s past year of commit activity
    Jupyter Notebook 0 1 0 0 Updated Dec 20, 2024
  • kuehbacher24ICMLA_PCMasking Public

    A framework for physically consistent deep learning-based climate model parameterization

    EyringMLClimateGroup/kuehbacher24ICMLA_PCMasking’s past year of commit activity
    Jupyter Notebook 0 1 0 0 Updated Sep 25, 2024
  • heuer23_ml_convection_parameterization Public
    EyringMLClimateGroup/heuer23_ml_convection_parameterization’s past year of commit activity
    Jupyter Notebook 1 Apache-2.0 0 0 0 Updated Jul 18, 2024
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