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PhiFlow
A differentiable PDE solving framework for machine learningpbdl-book
Welcome to the Physics-based Deep Learning Book (v0.2)Solver-in-the-Loop
Solver-in-the-Loop: Learning from Differentiable Physics to Interact with Iterative PDE-SolversPhiML
Intuitive scientific computing with dimension types for Jax, PyTorch, TensorFlow & NumPyautoreg-pde-diffusion
Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow SimulationDMCF
Guaranteed Conservation of Momentum for Learning Particle-based Fluid Dynamics (NeurIPS '22)Diffusion-based-Flow-Prediction
Official implementation of the AIAA Journal paper "Uncertainty-aware Surrogate Models for Airfoil Flow Simulations with Denoising Diffusion Probabilistic Models"differentiable-piso
Code repository for "Learned Turbulence Modelling with Differentiable Fluid Solvers"dl-surrogates
LSIM
LSiM is a learned metric to compute distance values for 2D data from numerical simulationscoord-trans-encoding
This is the source code for our paper "Towards high-accuracy deep learning inference of compressible turbulent flows over aerofoils"CG-Solver-in-the-Loop
Conjugate Gradient related code for "Solver-in-the-Loop: Learning from Differentiable Physics to Interact with Iterative PDE-Solvers"ConFIG
Official implementation of Conflict-Free Inverse Gradients MethodSMDP
Solving Inverse Physics Problems with Score MatchingGlobal-Flow-Transport
Repository for our CVPR 2021 Global Flow Transport Paperhalf-inverse-gradients
Source code for the ICLR'22 paper on "Half-Inverse Gradients"VOLSIM
VolSiM, a CNN-based metric to compute the similarity of 3D data from numerical simulationsSIP
Scale-invariant Learning by Physics Inversion (NeurIPS 2022)DiffPhys-CylinderWakeFlow
StableBPTT
The source code the for the ICLR'24 paper "Stabilizing Backpropagation Through Time to Learn Complex Physics"unrolling
reconstructScalarFlows
ScalarFlow Reconstruction for Large-Scale Volumetric Data Sets of Real-world Scalar Transport Flowsracecar
Data-driven Regularization via Racecar Training for Generalizing Neural Networkstwo-way-coupled-control
Neural-Global-Transport
Repository for the ICLR '23 paper on Neural-Global-TransportHybrid-Solver-for-Reactive-Flows
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