tum-pbs / LSIM
LSiM is a learned metric to compute distance values for 2D data from numerical simulations
☆27Updated 11 months ago
Related projects: ⓘ
- Code for the ICLR 2020 paper "Learning to Control PDEs"☆29Updated 4 years ago
- Source code for the ICLR'22 paper on "Half-Inverse Gradients"☆17Updated 2 years ago
- MeshfreeFlowNet: Physical Constrained Space Time Super-Resolution☆102Updated 3 years ago
- Code repository for "Learned Turbulence Modelling with Differentiable Fluid Solvers"☆35Updated last year
- VolSiM, a CNN-based metric to compute the similarity of 3D data from numerical simulations☆15Updated 11 months ago
- ☆31Updated last year
- Official implementation of the AIAA Journal paper "Uncertainty-aware Surrogate Models for Airfoil Flow Simulations with Denoising Diffusi…☆39Updated 2 weeks ago
- Synthetic Lagrangian Turbulence by Generative Diffusion Models☆15Updated 6 months ago
- ☆32Updated 3 years ago
- ☆33Updated last year
- PyTorch implementation of GMLS-Nets. Machine learning methods for scattered unstructured data sets. Methods for learning differential op…☆22Updated 10 months ago
- An extensible benchmark suite to evaluate data-driven physical simulation☆24Updated 2 years ago
- FluidNet re-written with ATen tensor lib☆51Updated 5 years ago
- This repository contains code for the paper "MAgNet: Mesh-Agnostic Neural PDE Solver" https://arxiv.org/abs/2210.05495☆33Updated last year
- Towards Learning the Temporal Evolution of Fluid Flow☆65Updated 4 years ago
- The public repository about our joint FINN research project☆36Updated last year
- a multiresolution convolutional autoencoder architecture☆18Updated 3 years ago
- The unsupervised learning problem trains a diffeomorphic spatio-temporal grid, that registers the output sequence of the PDEs onto a non-…☆16Updated 2 years ago
- Pytorch implementation of the DeepMoD algorithm: [arXiv:1904.09406]☆31Updated 10 months ago
- ☆22Updated this week
- A pyTorch Extension for Applied Mathematics☆38Updated 4 years ago
- Improved LBFGS and LBFGS-B optimizers in PyTorch.☆53Updated 2 weeks ago
- Turbulent flow network source code☆55Updated 9 months ago
- Latent Space Subdivision: Stable and Controllable Time Predictions for Fluid Flow☆23Updated 2 years ago
- Guaranteed Conservation of Momentum for Learning Particle-based Fluid Dynamics (NeurIPS '22)☆47Updated 4 months ago
- Predicting wave propagation on shallow water with deep neural networks☆21Updated 11 months ago
- Computing gradients and Hessians of feed-forward networks with GPU acceleration☆18Updated 7 months ago
- ☆15Updated 4 years ago
- Model hub for all your DiffeqML needs. Pretrained weights, modules, and basic inference infrastructure☆20Updated last year
- ☆31Updated last year