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    35 repositories

    • PhiML

      Public
      Intuitive scientific computing with dimension types for Jax, PyTorch, TensorFlow & NumPy
      Python
      •
      MIT License
      •7•69•1•0•Updated Oct 20, 2024Oct 20, 2024

    • PhiFlow

      Public
      A differentiable PDE solving framework for machine learning
      deep-learningneural-networkspde-solverfluid-simulationsdifferentiable-simulations
      Python
      •
      MIT License
      •192•1.5k•11•0•Updated Oct 19, 2024Oct 19, 2024

    • autoreg-pde-diffusion

      Public
      Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation
      Jupyter Notebook
      •
      MIT License
      •10•68•0•0•Updated Oct 18, 2024Oct 18, 2024

    • sbi-sim

      Public
      Apache License 2.0
      •0•0•0•0•Updated Oct 17, 2024Oct 17, 2024

    • unrolling

      Public
      Python
      •
      MIT License
      •0•6•0•0•Updated Oct 11, 2024Oct 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"
      deep-learninguncertainty-neural-networksphysics-simulationuncertainty-quantificationfluid-dynamicsfluid-simulationbaysian-networkdiffusion-modelsflow-matching
      Jupyter Notebook
      •
      Apache License 2.0
      •5•43•0•0•Updated Oct 10, 2024Oct 10, 2024

    • pbdl-book

      Public
      Welcome to the Physics-based Deep Learning Book (v0.2)
      deep-learningnumerical-simulationspde-solvers
      Jupyter Notebook
      •155•990•1•0•Updated Oct 9, 2024Oct 9, 2024

    • pbdl-dataset

      Public
      Dataset handling for physics-based deep learning tasks
      Apache License 2.0
      •0•0•0•0•Updated Oct 7, 2024Oct 7, 2024

    • ConFIG

      Public
      Official implementation of Conflict-Free Inverse Gradients Method
      deep-learningcontinual-learningmultitask-learningpinnsphysics-informed-neural-networks
      Python
      •
      MIT License
      •0•24•1•0•Updated Sep 20, 2024Sep 20, 2024

    • SFBC

      Public
      ICLR'24: Symmetric basis convolutions for learning lagrangian fluid mechanics
      Jupyter Notebook
      •
      MIT License
      •2•5•1•0•Updated Sep 5, 2024Sep 5, 2024

    • DiffPhys-CylinderWakeFlow

      Public
      Jupyter Notebook
      •
      MIT License
      •4•9•0•0•Updated May 25, 2024May 25, 2024

    • StableBPTT

      Public
      The source code the for the ICLR'24 paper "Stabilizing Backpropagation Through Time to Learn Complex Physics"
      Python
      •
      GNU General Public License v3.0
      •0•9•0•0•Updated May 17, 2024May 17, 2024

    • DMCF

      Public
      Guaranteed Conservation of Momentum for Learning Particle-based Fluid Dynamics (NeurIPS '22)
      Python
      •
      MIT License
      •10•48•1•0•Updated May 7, 2024May 7, 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
      •
      Apache License 2.0
      •9•26•0•0•Updated Mar 11, 2024Mar 11, 2024

    • Hybrid-Solver-for-Reactive-Flows

      Public
      Python
      •
      MIT License
      •1•1•0•0•Updated Jan 10, 2024Jan 10, 2024

    • gamephysicstemplate

      Public archive
      C++
      •69•1•0•1•Updated Dec 6, 2023Dec 6, 2023

    • SMDP

      Public
      Solving Inverse Physics Problems with Score Matching
      Jupyter Notebook
      •
      MIT License
      •0•21•2•0•Updated Dec 4, 2023Dec 4, 2023

    • two-way-coupled-control

      Public
      Python
      •
      MIT License
      •0•2•0•0•Updated Oct 24, 2023Oct 24, 2023

    • VOLSIM

      Public
      VolSiM, a CNN-based metric to compute the similarity of 3D data from numerical simulations
      Python
      •
      MIT License
      •4•15•0•0•Updated Oct 4, 2023Oct 4, 2023

    • LSIM

      Public
      LSiM is a learned metric to compute distance values for 2D data from numerical simulations
      Python
      •
      MIT License
      •5•27•0•0•Updated Oct 4, 2023Oct 4, 2023

    • Neural-Global-Transport

      Public
      Repository for the ICLR '23 paper on Neural-Global-Transport
      C++
      •
      MIT License
      •3•2•0•0•Updated Apr 6, 2023Apr 6, 2023

    • dl-surrogates

      Public
      C++
      •
      Apache License 2.0
      •7•31•0•0•Updated Jan 12, 2023Jan 12, 2023

    • Deep-Flow-Prediction

      Public
      A framework for fluid flow (Reynolds-averaged Navier Stokes) predictions with deep learning
      C++
      •
      Apache License 2.0
      •117•2•0•0•Updated Nov 28, 2022Nov 28, 2022

    • racecar

      Public
      Data-driven Regularization via Racecar Training for Generalizing Neural Networks
      Python
      •
      Apache License 2.0
      •2•3•0•0•Updated Oct 27, 2022Oct 27, 2022

    • Solver-in-the-Loop

      Public
      Solver-in-the-Loop: Learning from Differentiable Physics to Interact with Iterative PDE-Solvers
      Python
      •
      MIT License
      •29•145•0•0•Updated Oct 19, 2022Oct 19, 2022

    • SIP

      Public
      Scale-invariant Learning by Physics Inversion (NeurIPS 2022)
      Python
      •
      MIT License
      •1•10•0•0•Updated Oct 18, 2022Oct 18, 2022

    • differentiable-piso

      Public
      Code repository for "Learned Turbulence Modelling with Differentiable Fluid Solvers"
      JavaScript
      •
      MIT License
      •3•35•0•0•Updated Sep 30, 2022Sep 30, 2022

    • half-inverse-gradients

      Public
      Source code for the ICLR'22 paper on "Half-Inverse Gradients"
      Python
      •
      MIT License
      •2•17•0•0•Updated Apr 20, 2022Apr 20, 2022

    • Global-Flow-Transport

      Public
      Repository for our CVPR 2021 Global Flow Transport Paper
      C++
      •
      MIT License
      •6•19•1•0•Updated Jun 24, 2021Jun 24, 2021

    • mantaflow

      Public
      mantaflow is an open-source framework targeted at fluid simulation research in Computer Graphics and Machine Learning.
      C++
      •
      Other
      •49•129•0•3•Updated May 17, 2021May 17, 2021