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    38 repositories

    • PhiML

      Public
      Intuitive scientific computing with dimension types for Jax, PyTorch, TensorFlow & NumPy
      Python
      •
      MIT License
      •7•78•1•0•Updated Dec 26, 2024Dec 26, 2024

    • unrolling

      Public
      Python
      •
      MIT License
      •0•11•0•0•Updated Dec 26, 2024Dec 26, 2024

    • PhiFlow

      Public
      A differentiable PDE solving framework for machine learning
      deep-learningneural-networkspde-solverfluid-simulationsdifferentiable-simulations
      Python
      •
      MIT License
      •195•1.5k•10•0•Updated Dec 22, 2024Dec 22, 2024

    • SFBC

      Public
      ICLR'24: Symmetric basis convolutions for learning lagrangian fluid mechanics
      Jupyter Notebook
      •
      MIT License
      •2•5•1•0•Updated Dec 18, 2024Dec 18, 2024

    • autoreg-pde-diffusion

      Public
      Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation
      Jupyter Notebook
      •
      MIT License
      •10•77•0•0•Updated Dec 13, 2024Dec 13, 2024

    • pbdl-dataset

      Public
      Dataset handling for physics-based deep learning tasks
      Python
      •
      Apache License 2.0
      •0•2•0•0•Updated Dec 12, 2024Dec 12, 2024

    • game-physics-template

      Public
      Template code for game physics lecture
      C++
      •8•3•3•5•Updated Dec 11, 2024Dec 11, 2024

    • pbdl-book

      Public
      Welcome to the Physics-based Deep Learning Book (v0.2)
      deep-learningnumerical-simulationspde-solvers
      Jupyter Notebook
      •162•1k•1•0•Updated Dec 9, 2024Dec 9, 2024

    • apebench-paper

      Public
      [Project Page] A benchmark suite for autoregressive neural emulation of PDEs, accepted at Neurips 2024.
      1•8•0•0•Updated Dec 2, 2024Dec 2, 2024

    • ConFIG

      Public
      Official implementation of Conflict-Free Inverse Gradients Method
      deep-learningcontinual-learningmultitask-learningpinnsphysics-informed-neural-networks
      Python
      •
      MIT License
      •0•27•0•0•Updated Nov 14, 2024Nov 14, 2024

    • apebench

      Public
      [Neurips 2024] A benchmark suite for autoregressive neural emulation of PDEs. (≥46 PDEs in 1D, 2D, 3D; Differentiable Physics; Unrolled Training; Rollout Metrics)
      benchmarkdeep-learningpdesurrogate-modelsautoregressive-neural-networksdifferentiable-physicsneural-emulationunrolled-training
      Python
      •
      MIT License
      •0•52•9•3•Updated Nov 14, 2024Nov 14, 2024

    • sbi-sim

      Public
      Apache License 2.0
      •1•5•0•0•Updated Nov 7, 2024Nov 7, 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
      •6•56•0•0•Updated Nov 4, 2024Nov 4, 2024

    • DiffPhys-CylinderWakeFlow

      Public
      Jupyter Notebook
      •
      MIT License
      •4•12•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•10•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•49•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•28•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•22•2•0•Updated Dec 4, 2023Dec 4, 2023

    • two-way-coupled-control

      Public
      Python
      •
      MIT License
      •0•3•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
      •116•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•151•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