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@TUM-PIK-ESM

Earth System Modelling Group at TUM and PIK

Earth System Modelling Group at TUM / Future Lab Artificial Intelligence in the Anthropocene at PIK

🌍 Earth System Modelling Group at TUM and PIK 🌍

Hello there, we are the Earth System Modelling Group at Technical University Munich (TUM) and the Future Lab Artificial Intelligence in the Anthropocene Group at the Potsdam Institute for Climate Impact Research (PIK). Here, we collect material and information about our teaching, mostly at TUM.

Models we develop

Our research group is also part of the development of new Earth System Model components with novel approaches using e.g. GPU acceleration and automatic differentiation (AD):

  • ☁️ SpeedyWeather.jl: A global, spectral atmospheric model with an everything flexible attitude,
  • 🌱 Terrarium.jl: Modelling land and ecosystems across temporal and spatial scales,
  • 🌾 NeuralCrop.jl: A differentiable global gridded crop model combining physics with machine learning.

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  1. TUM-Dynamics-Lecture TUM-Dynamics-Lecture Public

    Lectures, code and material for the Modelling and Machine Learning of Dynamical Systems in Julia lecture at Technical University Munich

    Jupyter Notebook 19 1

  2. NeuralCrop.jl NeuralCrop.jl Public

    Forked from yunan-l/NeuralCrop.jl

    A differentiable global gridded crop model combining physics with machine learning.

    Julia

Repositories

Showing 10 of 10 repositories
  • targeted-calibration Public

    Method for targeted calibration (so far: destabilization) of dynamical system simulators; accompanies Pals et al. study

    TUM-PIK-ESM/targeted-calibration's past year of commit activity
    Julia 0 MIT 0 0 1 Updated Sep 18, 2026
  • NeuralCrop.jl Public Forked from yunan-l/NeuralCrop.jl

    A differentiable global gridded crop model combining physics with machine learning.

    TUM-PIK-ESM/NeuralCrop.jl's past year of commit activity
    Julia 0 1 0 0 Updated Jul 1, 2026
  • .github Public
    TUM-PIK-ESM/.github's past year of commit activity
    0 0 0 0 Updated May 19, 2026
  • tree-cover-modes Public

    Code for the ERL publication Bathiany, Kim & Boers, 2025, on multiple modes of tropical tree cover

    TUM-PIK-ESM/tree-cover-modes's past year of commit activity
    Python 0 0 0 0 Updated Nov 12, 2025
  • TUM-Dynamics-Lecture Public

    Lectures, code and material for the Modelling and Machine Learning of Dynamical Systems in Julia lecture at Technical University Munich

    TUM-PIK-ESM/TUM-Dynamics-Lecture's past year of commit activity
    Jupyter Notebook 19 1 0 0 Updated Jul 22, 2025
  • TUM-PIK-ESM/LPJmL-hybrid-photosynthesis's past year of commit activity
    Jupyter Notebook 0 MIT 0 0 0 Updated Mar 12, 2025
  • lambdalambda Public

    Analysis of co-variation in stability estimators (lambda) depending on data gaps, outliers, and non-AR1 systems

    TUM-PIK-ESM/lambdalambda's past year of commit activity
    Jupyter Notebook 1 0 0 0 Updated Dec 10, 2024
  • LPJ_resilience Public

    Mirror of the gitlab repository at PIK with the same name

    TUM-PIK-ESM/LPJ_resilience's past year of commit activity
    Python 0 0 0 0 Updated Nov 26, 2024
  • tipping_time Public
    TUM-PIK-ESM/tipping_time's past year of commit activity
    Jupyter Notebook 2 0 0 0 Updated Jun 27, 2024
  • ML-DS-Workshop-23 Public

    Machine Learning for Dynamical Systems Workshop February 23 at TUM

    TUM-PIK-ESM/ML-DS-Workshop-23's past year of commit activity
    Jupyter Notebook 2 1 0 0 Updated Feb 21, 2023

Most used topics

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