tum-pbs / Solver-in-the-Loop
Solver-in-the-Loop: Learning from Differentiable Physics to Interact with Iterative PDE-Solvers
☆152Updated 2 years ago
Alternatives and similar repositories for Solver-in-the-Loop:
Users that are interested in Solver-in-the-Loop are comparing it to the libraries listed below
- JAX-SPH: A Differentiable Smoothed Particle Hydrodynamics Framework☆59Updated last month
- Code repository for "Learned Turbulence Modelling with Differentiable Fluid Solvers"☆35Updated 2 years ago
- ☆120Updated last year
- PyTorch-FEniCS interface☆100Updated 3 years ago
- LagrangeBench: A Lagrangian Fluid Mechanics Benchmarking Suite☆62Updated 2 months ago
- Code for the ICLR 2020 paper "Learning to Control PDEs"☆32Updated 4 years ago
- Links to works on deep learning algorithms for physics problems, TUM-I15 and beyond☆56Updated 4 years ago
- ☆94Updated last month
- Guaranteed Conservation of Momentum for Learning Particle-based Fluid Dynamics (NeurIPS '22)☆50Updated 10 months ago
- Reference implementation of Finite Element Networks as proposed in "Learning the Dynamics of Physical Systems from Sparse Observations wi…☆70Updated 9 months ago
- Neural network based solvers for partial differential equations and inverse problems . Implementation of physics-informed neural networks…☆146Updated 2 months ago
- JAX-DIPS is a differentiable interfacial PDE solver.☆41Updated 6 months ago
- XLB: Accelerated Lattice Boltzmann (XLB) for Physics-based ML☆277Updated last week
- Code for the paper "Poseidon: Efficient Foundation Models for PDEs"☆135Updated 3 months ago
- Efficient and Scalable Physics-Informed Deep Learning and Scientific Machine Learning on top of Tensorflow for multi-worker distributed c…☆114Updated 3 years ago
- ☆56Updated last month
- Turbulent flow network source code☆66Updated last year
- [Neurips 2024] A benchmark suite for autoregressive neural emulation of PDEs. (≥46 PDEs in 1D, 2D, 3D; Differentiable Physics; Unrolled T…☆63Updated 4 months ago
- Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation☆82Updated 3 months ago
- A tool for generating PDEs ground truth datasets from ARCSim, FEniCS and SU2☆36Updated 3 years ago
- A library for dimensionality reduction on spatial-temporal PDE☆63Updated 11 months ago
- Physics-constrained auto-regressive convolutional neural networks for dynamical PDEs☆92Updated 2 years ago
- MeshGraphNets (MGN)☆61Updated last year
- Source code for Deep Multigrid method https://arxiv.org/pdf/1711.03825.pdf☆18Updated 5 years ago
- Differentiable interface to FEniCS for JAX☆53Updated 3 years ago
- Applications of PINOs☆119Updated 2 years ago
- Latent Space Subdivision: Stable and Controllable Time Predictions for Fluid Flow☆23Updated 2 years ago
- ☆22Updated 2 years ago
- Code for the paper "Thermodynamics-informed graph neural networks" published in IEEE Transactions on Artificial Intelligence (TAI).☆96Updated 6 months ago
- ☆14Updated 2 years ago