Using deep reinforcement learning for refining meshes in computational fluid dynamics
☆30Aug 7, 2023Updated 2 years ago
Alternatives and similar repositories for MeshDQN
Users that are interested in MeshDQN are comparing it to the libraries listed below
Sorting:
- Graph Convolutional Networks for Unstructured Flow Fields☆13Sep 5, 2022Updated 3 years ago
- ☆18May 25, 2024Updated last year
- Turbulent flow network source code☆72Mar 14, 2025Updated 11 months ago
- ☆94Nov 25, 2024Updated last year
- Numerical assessments of a nonintrusive surrogate model based on recurrent neural networks and proper orthogonal decomposition: Rayleigh …☆10Dec 2, 2022Updated 3 years ago
- ☆24Dec 21, 2023Updated 2 years ago
- Super-resolution and denoising of fluid flow using physics-informed convolutional neural networks without high-resolution labels -- param…☆23Aug 2, 2021Updated 4 years ago
- The repository contains implementations of examples provided in the literature on energy minimization based approach to Physics Informed …☆11Apr 8, 2020Updated 5 years ago
- ☆10Mar 31, 2021Updated 4 years ago
- Multi-agent reinforcement learning for adaptive mesh refinement☆14Aug 15, 2023Updated 2 years ago
- Reduced-Order Modeling of Fluid Flows with Transformers☆25May 30, 2023Updated 2 years ago
- Convolution Neural Network based solution for 2D steady state Navier Stokes equation for submerged badies☆12May 3, 2021Updated 4 years ago
- A python implementation of Physics-informed Spline Learning for nonlinear dynamics discovery.☆27Sep 30, 2021Updated 4 years ago
- XPINN code written in TensorFlow 2☆28Feb 1, 2023Updated 3 years ago
- Physics-informed convolutional-recurrent neural networks for solving spatiotemporal PDEs☆32Dec 24, 2021Updated 4 years ago
- ☆13Dec 3, 2024Updated last year
- Sparse Identification of Nonlinear Dynamics for Boundary Value Problems☆13Apr 10, 2021Updated 4 years ago
- The lid-driven cavity is a popular problem within the field of computational fluid dynamics (CFD) for validating computational methods. I…☆16Dec 14, 2021Updated 4 years ago
- Use SINDY algorithm to discover a dynamical system from coronavirus data☆13Apr 9, 2024Updated last year
- ☆13Apr 5, 2024Updated last year
- Prediction of Fluid Flow in Porous Media by Sparse Observations and Physics-Informed PointNet☆14Aug 24, 2024Updated last year
- ☆17Aug 13, 2024Updated last year
- 这是一个基于 Python 有限元理论,算法与应用的仓库☆14Oct 18, 2019Updated 6 years ago
- This repository offers a collection of simulation datasets from mechanical simulations of metamaterials. Jupyter notbooks demonstrate how…☆17Nov 1, 2022Updated 3 years ago
- ☆14Jan 22, 2022Updated 4 years ago
- Official Github Repository for paper "Mitigating Propagation Failures in Physics-informed Neural Networks using Retain-Resample-Release (…☆13Jun 10, 2023Updated 2 years ago
- PF-PINNs: physics-informed neural networks framework for solving coupled Allen-Cahn and Cahn-Hilliard phase field equations☆28Feb 18, 2025Updated last year
- Physics-informed convolutional-recurrent neural networks for solving spatiotemporal PDEs☆168May 15, 2024Updated last year
- ☆12Aug 22, 2025Updated 6 months ago
- The AirfRANS dataset makes available numerical resolutions of the incompressible Reynolds-Averaged Navier–Stokes (RANS) equations over th…☆18Jan 9, 2025Updated last year
- ☆16Nov 26, 2024Updated last year
- Physics-informed neural networks for two-phase flow problems☆75Oct 2, 2025Updated 5 months ago
- Multi-head attention network for airfoil flow field prediction☆17Sep 13, 2022Updated 3 years ago
- Physics informed neural network for learning seepage flow models☆20May 3, 2023Updated 2 years ago
- Physics-informed neural networks☆16Nov 26, 2020Updated 5 years ago
- ☆16Dec 13, 2022Updated 3 years ago
- CNN model to predict the lift-drag ratio of airfoil☆18Feb 28, 2021Updated 5 years ago
- A Python toolkit to calculate and visualize turbulence anisotropy and turbulent viscosity from Reynolds stress tensor data.☆21Dec 22, 2023Updated 2 years ago
- Python scripts to run resolution of the Reynolds-Averaged-Navier-Stokes equations over NACA 4 and 5 digits airfoils.☆25Jan 9, 2025Updated last year