DiffEqML / pde-dataset-generatorLinks
A tool for generating PDEs ground truth datasets from ARCSim, FEniCS and SU2
☆37Updated 4 years ago
Alternatives and similar repositories for pde-dataset-generator
Users that are interested in pde-dataset-generator are comparing it to the libraries listed below
Sorting:
- Reference implementation of Finite Element Networks as proposed in "Learning the Dynamics of Physical Systems from Sparse Observations wi…☆69Updated last year
- [ICLR23] First deep learning-based surrogate model that jointly learns the evolution model and optimizes computational cost via remeshing☆42Updated last year
- ☆55Updated 3 years ago
- This repository contains code for the paper "MAgNet: Mesh-Agnostic Neural PDE Solver" https://arxiv.org/abs/2210.05495☆38Updated 2 years ago
- Code for Characterizing Scaling and Transfer Learning Behavior of FNO in SciML☆51Updated 2 years ago
- [NeurIPS 23] Official Code for "Learning Efficient Surrogate Dynamic Models with Graph Spline Networks"☆16Updated last year
- Solving Inverse Physics Problems with Score Matching☆31Updated 2 years ago
- Official PyTorch implementation of the Vectorized Conditional Neural Field.☆16Updated last year
- LagrangeBench: A Lagrangian Fluid Mechanics Benchmarking Suite☆66Updated last year
- Neural Stochastic PDEs: resolution-invariant modelling of continuous spatiotemporal dynamics☆53Updated 3 years ago
- ☆15Updated 2 years ago
- The public repository about our joint FINN research project☆37Updated 3 years ago
- ☆24Updated 2 years ago
- Repo to the paper "Message Passing Neural PDE Solvers"☆142Updated last year
- [Neurips 2024] A benchmark suite for autoregressive neural emulation of PDEs. (≥46 PDEs in 1D, 2D, 3D; Differentiable Physics; Unrolled T…☆95Updated 2 months ago
- Practicum on Supervised Learning in Function Spaces☆33Updated 3 years ago
- Official implementation of Scalable Transformer for PDE surrogate modelling☆53Updated last year
- Spectral Neural Operator☆79Updated 2 years ago
- Neural SPH☆39Updated last month
- Repo to the paper "Lie Point Symmetry Data Augmentation for Neural PDE Solvers"☆56Updated 2 years ago
- ☆16Updated 3 years ago
- Code for Mesh Transformer describes in the EAGLE dataset☆42Updated 10 months ago
- ☆35Updated 2 years ago
- Code repository for "Learned Turbulence Modelling with Differentiable Fluid Solvers"☆39Updated 3 years ago
- [ICLR 2024] Scaling physics-informed hard constraints with mixture-of-experts.☆37Updated last year
- Source code for paper "Learning the Solution Operator of Boundary Value Problems using Graph Neural Networks"☆19Updated last year
- ☆35Updated 4 years ago
- Time- and space-continuous neural PDE forecaster based on INRs and ODEs - ICLR 2023☆73Updated 2 years ago
- ☆21Updated 3 years ago
- PENN code for NeurIPS 2022☆42Updated 3 years ago