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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 1.4k 192

  2. pbdl-book pbdl-book Public

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

    Jupyter Notebook 976 154

  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 146 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. autoreg-pde-diffusion autoreg-pde-diffusion Public

    Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation

    Jupyter Notebook 67 10

  6. PhiML PhiML Public

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

    Python 63 7

Repositories

Showing 10 of 33 repositories
  • ConFIG Public

    Official implementation of Conflict-Free Inverse Gradients Method

    tum-pbs/ConFIG’s past year of commit activity
    Python 21 MIT 0 0 0 Updated Sep 20, 2024
  • PhiML Public

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

    tum-pbs/PhiML’s past year of commit activity
    Python 63 MIT 7 1 0 Updated Sep 20, 2024
  • PhiFlow Public

    A differentiable PDE solving framework for machine learning

    tum-pbs/PhiFlow’s past year of commit activity
    Python 1,428 MIT 192 9 0 Updated Sep 18, 2024
  • SFBC Public

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

    tum-pbs/SFBC’s past year of commit activity
    Jupyter Notebook 4 MIT 2 0 0 Updated Sep 5, 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 39 Apache-2.0 4 0 0 Updated Sep 3, 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 67 MIT 10 0 0 Updated Aug 5, 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 976 154 0 0 Updated Jul 23, 2024
  • tum-pbs/DiffPhys-CylinderWakeFlow’s past year of commit activity
    Jupyter Notebook 8 MIT 4 0 0 Updated May 25, 2024
  • StableBPTT Public

    The source code the for the ICLR'24 paper "Stabilizing Backpropagation Through Time to Learn Complex Physics"

    tum-pbs/StableBPTT’s past year of commit activity
    Python 8 GPL-3.0 0 0 0 Updated May 17, 2024
  • DMCF Public

    Guaranteed Conservation of Momentum for Learning Particle-based Fluid Dynamics (NeurIPS '22)

    tum-pbs/DMCF’s past year of commit activity
    Python 47 MIT 10 1 0 Updated May 7, 2024

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