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@tum-pbs

TUM Physics-based Simulation

Popular repositories

  1. PhiFlow PhiFlow Public

    A differentiable PDE solving framework for machine learning

    Python 1.2k 177

  2. pbdl-book pbdl-book Public

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

    Jupyter Notebook 849 152

  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 141 28

  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++ 131 25

  5. PhiML PhiML Public

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

    Python 53 6

  6. Physics-Based-Deep-Learning Physics-Based-Deep-Learning Public

    Forked from thunil/Physics-Based-Deep-Learning

    Links to works on deep learning algorithms for physics problems, TUM-I15 and beyond

    50 17

Repositories

Showing 10 of 32 repositories
  • PhiFlow Public

    A differentiable PDE solving framework for machine learning

    Python 1,217 MIT 177 12 1 Updated May 31, 2024
  • PhiML Public

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

    Python 53 MIT 6 1 1 Updated May 31, 2024
  • Jupyter Notebook 4 MIT 2 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"

    Python 4 GPL-3.0 0 0 0 Updated May 17, 2024
  • SFBC Public

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

    Jupyter Notebook 4 MIT 1 0 0 Updated May 9, 2024
  • DMCF Public

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

    Python 43 MIT 8 2 0 Updated May 7, 2024
  • pbdl-book Public

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

    Jupyter Notebook 849 152 0 0 Updated Apr 29, 2024
  • Diffusion-based-Flow-Prediction Public

    Diffusion-based flow prediction (DBFP) with uncertainty for airfoils

    Jupyter Notebook 25 Apache-2.0 0 0 0 Updated Apr 5, 2024
  • coord-trans-encoding Public

    This is the source code for our paper "Towards high-accuracy deep learning inference of compressible turbulent flows over aerofoils"

    Python 21 Apache-2.0 9 0 0 Updated Mar 11, 2024
  • 5 MIT 0 0 0 Updated Mar 8, 2024

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