tum-pbs / differentiable-piso
Code repository for "Learned Turbulence Modelling with Differentiable Fluid Solvers"
☆35Updated 2 years ago
Alternatives and similar repositories for differentiable-piso:
Users that are interested in differentiable-piso are comparing it to the libraries listed below
- ☆25Updated 8 months ago
- The unsupervised learning problem trains a diffeomorphic spatio-temporal grid, that registers the output sequence of the PDEs onto a non-…☆19Updated 2 years ago
- Derivative-Informed Neural Operator: An Efficient Framework for High-Dimensional Parametric Derivative Learning☆17Updated last year
- [Neurips 2024] A benchmark suite for autoregressive neural emulation of PDEs. (≥46 PDEs in 1D, 2D, 3D; Differentiable Physics; Unrolled T…☆65Updated 4 months ago
- ☆16Updated 3 months ago
- machine learning-accelerated computational fluid dynamics☆18Updated 3 years ago
- Code for the paper "Structure-preserving neural networks" published in Journal of Computational Physics (JCP).☆19Updated last year
- ☆40Updated 2 years ago
- Neural Operator-Assisted Computational Fluid Dynamics in PyTorch☆28Updated 4 months ago
- This repository contains code, which was used to generate large-scale results in the HINTS paper.☆27Updated 5 months ago
- The MegaFlow2D dataset package☆19Updated last year
- Pseudospectral Kolmogorov Flow Solver☆38Updated last year
- Code for "Robust flow field reconstruction from limited measurements vis sparse representation" (J. Callaham, K. Maeda, and S. Brunton 20…☆14Updated 6 years ago
- JAX-SPH: A Differentiable Smoothed Particle Hydrodynamics Framework☆59Updated 2 months ago
- Code for the paper "Generative AI for fast and accurate statistical computation of fluids"☆25Updated 3 weeks ago
- Code for the ICLR 2020 paper "Learning to Control PDEs"☆32Updated 4 years ago
- Turbulent flow network source code☆67Updated 2 weeks ago
- ☆35Updated last year
- The public repository about our joint FINN research project☆36Updated 2 years ago
- ☆14Updated 2 years ago
- ☆21Updated 3 weeks ago
- Code for Mesh Transformer describes in the EAGLE dataset☆38Updated last month
- Official implementation of Scalable Transformer for PDE surrogate modelling☆39Updated last year
- A library for dimensionality reduction on spatial-temporal PDE☆64Updated 11 months ago
- JAX-DIPS is a differentiable interfacial PDE solver.☆41Updated 6 months ago
- ☆14Updated 3 years ago
- LagrangeBench: A Lagrangian Fluid Mechanics Benchmarking Suite☆62Updated 3 months ago
- ☆28Updated 2 years ago
- Deep learning framework for model reduction of dynamical systems☆21Updated 4 years ago
- In this repository, you will find the different python scripts to train the available models on the AirfRANS dataset proposed at the Neur…☆48Updated 2 months ago