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TUM Physics-based Simulation

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  1. PhiFlow PhiFlow Public

    A differentiable PDE solving framework for machine learning

    Python 1.5k 192

  2. pbdl-book pbdl-book Public

    Welcome to the Physics-based Deep Learning Book (v0.2)

    Jupyter Notebook 990 155

  3. Solver-in-the-Loop Solver-in-the-Loop Public

    Solver-in-the-Loop: Learning from Differentiable Physics to Interact with Iterative PDE-Solvers

    Python 145 29

  4. mantaflow mantaflow Public

    Forked from thunil/mantaflow

    mantaflow is an open-source framework targeted at fluid simulation research in Computer Graphics and Machine Learning.

    C++ 129 26

  5. PhiML PhiML Public

    Intuitive scientific computing with dimension types for Jax, PyTorch, TensorFlow & NumPy

    Python 69 7

  6. autoreg-pde-diffusion autoreg-pde-diffusion Public

    Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation

    Jupyter Notebook 68 10

Repositories

Showing 10 of 35 repositories
  • PhiFlow Public

    A differentiable PDE solving framework for machine learning

    tum-pbs/PhiFlow’s past year of commit activity
    Python 1,463 MIT 192 11 0 Updated Oct 19, 2024
  • PhiML Public

    Intuitive scientific computing with dimension types for Jax, PyTorch, TensorFlow & NumPy

    tum-pbs/PhiML’s past year of commit activity
    Python 69 MIT 7 1 0 Updated Oct 19, 2024
  • autoreg-pde-diffusion Public

    Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation

    tum-pbs/autoreg-pde-diffusion’s past year of commit activity
    Jupyter Notebook 68 MIT 10 0 0 Updated Oct 18, 2024
  • sbi-sim Public
    tum-pbs/sbi-sim’s past year of commit activity
    0 Apache-2.0 0 0 0 Updated Oct 17, 2024
  • tum-pbs/unrolling’s past year of commit activity
    Python 6 MIT 0 0 0 Updated Oct 11, 2024
  • Diffusion-based-Flow-Prediction Public

    Official implementation of the AIAA Journal paper "Uncertainty-aware Surrogate Models for Airfoil Flow Simulations with Denoising Diffusion Probabilistic Models"

    tum-pbs/Diffusion-based-Flow-Prediction’s past year of commit activity
    Jupyter Notebook 43 Apache-2.0 5 0 0 Updated Oct 10, 2024
  • pbdl-book Public

    Welcome to the Physics-based Deep Learning Book (v0.2)

    tum-pbs/pbdl-book’s past year of commit activity
    Jupyter Notebook 990 155 1 0 Updated Oct 9, 2024
  • pbdl-dataset Public

    Dataset handling for physics-based deep learning tasks

    tum-pbs/pbdl-dataset’s past year of commit activity
    0 Apache-2.0 0 0 0 Updated Oct 7, 2024
  • ConFIG Public

    Official implementation of Conflict-Free Inverse Gradients Method

    tum-pbs/ConFIG’s past year of commit activity
    Python 24 MIT 0 1 0 Updated Sep 20, 2024
  • SFBC Public

    ICLR'24: Symmetric basis convolutions for learning lagrangian fluid mechanics

    tum-pbs/SFBC’s past year of commit activity
    Jupyter Notebook 5 MIT 2 1 0 Updated Sep 5, 2024

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