Differentiable Physics-informed Graph Networks
☆67Feb 20, 2020Updated 6 years ago
Alternatives and similar repositories for dpgn
Users that are interested in dpgn are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- ☆14Jan 29, 2021Updated 5 years ago
- Official PyTorch implementation of "Physics-aware Difference Graph Networks for Sparsely-Observed Dynamics" (https://openreview.net/forum…☆51Feb 19, 2020Updated 6 years ago
- ☆35Jan 29, 2021Updated 5 years ago
- PyTorch implementations of Learning Mesh-based Simulation With Graph Networks☆259Dec 19, 2025Updated 7 months ago
- Code for the paper "Thermodynamics-informed graph neural networks" published in IEEE Transactions on Artificial Intelligence (TAI).☆111Aug 22, 2024Updated last year
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- add codes☆21Aug 22, 2021Updated 4 years ago
- Laminar flow prediction using graph neural networks☆32Jan 17, 2025Updated last year
- Physics-informed graph neural Galerkin networks: A unified framework for solving PDE-governed forward and inverse problems☆63Jan 25, 2022Updated 4 years ago
- A tool for generating PDEs ground truth datasets from ARCSim, FEniCS and SU2☆38Jul 5, 2021Updated 5 years ago
- Official implementation of "PhyGNNet: Solving spatiotemporal PDEs with Physics-informed Graph Neural Network"☆57May 30, 2023Updated 3 years ago
- Physics-Informed Neural Network, Finite Element Method enhanced neural network, and FEM data-based neural network☆20May 8, 2026Updated 3 months ago
- ☆30Jan 25, 2022Updated 4 years ago
- 🌌 Applications of Physics-Informed ML: A collection of notebooks from my Masters research, exploring how machine learning can solve scie…☆12Apr 29, 2026Updated 3 months ago
- ☆23Mar 24, 2023Updated 3 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- [ICLR23] First deep learning-based surrogate model that jointly learns the evolution model and optimizes computational cost via remeshing☆42Jan 30, 2024Updated 2 years ago
- ☆16Nov 20, 2023Updated 2 years ago
- ☆30Oct 31, 2023Updated 2 years ago
- Source code for the ICLR'22 paper on "Half-Inverse Gradients"☆19Apr 20, 2022Updated 4 years ago
- Reference implementation of Finite Element Networks as proposed in "Learning the Dynamics of Physical Systems from Sparse Observations wi…☆69May 22, 2024Updated 2 years ago
- Using graph network to solve PDEs☆452Jun 2, 2025Updated last year
- Implementation of our ICLR paper: https://openreview.net/pdf?id=By4HsfWAZ☆59Apr 25, 2019Updated 7 years ago
- LE-PDE accelerates PDEs' forward simulation and inverse optimization via latent global evolution, achieving significant speedup with SOTA…☆30Jan 30, 2024Updated 2 years ago
- Gradient gating (ICLR 2023)☆56May 11, 2023Updated 3 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Collection of resources about partial differential equations, graph neural networks, deep learning and dynamical system simulation☆96Jul 25, 2022Updated 4 years ago
- Reimplementation of Learning Mesh-based Simulation With Graph Networks☆44May 13, 2021Updated 5 years ago
- ☆23Dec 16, 2021Updated 4 years ago
- Finite Volume PINNs for Hyperbolic Conservation Laws & Compressible Flow☆24Nov 29, 2022Updated 3 years ago
- ☆18Aug 6, 2024Updated 2 years ago
- Prediction of Fluid Flow in Porous Media by Sparse Observations and Physics-Informed PointNet☆16Aug 24, 2024Updated last year
- This repo contains a PyTorch-based AE-ConvLSTM model for fluid flow prediction. It can forecast 5–10 time steps per forward pass and over…☆29Jun 2, 2025Updated last year
- ☆11Apr 14, 2022Updated 4 years ago
- Multiplatform processing of CFD simulations with AR/VR☆22Aug 2, 2023Updated 3 years ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- ☆174Jun 27, 2022Updated 4 years ago
- PhyGeoNet: Physics-Informed Geometry-Adaptive Convolutional Neural Networks for Solving Parametric PDEs on Irregular Domain☆91Jan 24, 2021Updated 5 years ago
- Spectral methods in matlab☆12Mar 27, 2025Updated last year
- heat equation in tensorflow☆10Feb 14, 2017Updated 9 years ago
- The source code the for the ICLR'24 paper "Stabilizing Backpropagation Through Time to Learn Complex Physics"☆12May 17, 2024Updated 2 years ago
- ☆26Apr 3, 2024Updated 2 years ago
- L4DC2021 code repository☆14Apr 14, 2021Updated 5 years ago