TUM Physics-based Simulation

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40 repositories

pbdl-book
Public
Welcome to the Physics-based Deep Learning Book v0.3 - the GenAI Edition
machine-learning deep-learning artificial-intelligence bayesian-inference fluids numerical-simulations probabilistic-models spatio-temporal-prediction pde-solvers
Jupyter Notebook
•171•1.1k•3•1•Updated Mar 24, 2025Mar 24, 2025
PhiML
Public
Intuitive scientific computing with dimension types for Jax, PyTorch, TensorFlow & NumPy
Python
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MIT License
•9•83•3•1•Updated Mar 23, 2025Mar 23, 2025
PhiFlow
Public
A differentiable PDE solving framework for machine learning
deep-learning neural-networks pde-solver fluid-simulations differentiable-simulations
Python
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MIT License
•199•1.6k•20•0•Updated Mar 22, 2025Mar 22, 2025
dgn4cfd
Public
Official implementation of Diffusion Graph Networks (DGNs)
fluid-dynamics graph-neural-networks ddpm
Python
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Apache License 2.0
•4•26•0•1•Updated Mar 17, 2025Mar 17, 2025
PRDP
Public
PRDP paper
Jupyter Notebook
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Apache License 2.0
•1•2•0•0•Updated Mar 8, 2025Mar 8, 2025
ConFIG
Public
[ICLR2025 Spotlight] Official implementation of Conflict-Free Inverse Gradients Method
deep-learning continual-learning multitask-learning pinns physics-informed-neural-networks
Python
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MIT License
•2•47•2•0•Updated Feb 27, 2025Feb 27, 2025
apebench-paper
Public
[Project Page] A benchmark suite for autoregressive neural emulation of PDEs, accepted at Neurips 2024.
1•9•0•0•Updated Feb 18, 2025Feb 18, 2025
pbdl-dataset
Public
Dataset handling for physics-based deep learning tasks
Python
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Apache License 2.0
•1•2•0•0•Updated Feb 6, 2025Feb 6, 2025
unrolling
Public
Python
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MIT License
•1•16•0•0•Updated Dec 26, 2024Dec 26, 2024
SFBC
Public
ICLR'24: Symmetric basis convolutions for learning lagrangian fluid mechanics
Jupyter Notebook
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MIT License
•3•5•1•0•Updated Dec 18, 2024Dec 18, 2024
autoreg-pde-diffusion
Public
Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation
Jupyter Notebook
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MIT License
•11•83•0•0•Updated Dec 13, 2024Dec 13, 2024
game-physics-template
Public
Template code for game physics lecture
C++
•8•4•3•5•Updated Dec 11, 2024Dec 11, 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)
benchmark deep-learning pde surrogate-models autoregressive-neural-networks differentiable-physics neural-emulation unrolled-training
Python
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MIT License
•1•65•11•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-learning uncertainty-neural-networks physics-simulation uncertainty-quantification fluid-dynamics fluid-simulation baysian-network diffusion-models flow-matching
Jupyter Notebook
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Apache License 2.0
•6•60•0•0•Updated Nov 4, 2024Nov 4, 2024
DiffPhys-CylinderWakeFlow
Public
Jupyter Notebook
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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
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GNU General Public License v3.0
•1•10•0•0•Updated May 17, 2024May 17, 2024
DMCF
Public
Guaranteed Conservation of Momentum for Learning Particle-based Fluid Dynamics (NeurIPS '22)
Python
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MIT License
•11•51•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
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Apache License 2.0
•9•29•0•0•Updated Mar 11, 2024Mar 11, 2024
Hybrid-Solver-for-Reactive-Flows
Public
Python
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MIT License
•1•1•0•0•Updated Jan 10, 2024Jan 10, 2024
gamephysicstemplate
Public archive
C++
•68•1•0•1•Updated Dec 6, 2023Dec 6, 2023
SMDP
Public
Solving Inverse Physics Problems with Score Matching
Jupyter Notebook
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MIT License
•2•22•2•0•Updated Dec 4, 2023Dec 4, 2023
two-way-coupled-control
Public
Python
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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
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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
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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++
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MIT License
•4•2•0•0•Updated Apr 6, 2023Apr 6, 2023
dl-surrogates
Public
C++
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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++
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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
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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
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MIT License
•31•152•0•0•Updated Oct 19, 2022Oct 19, 2022