Implementation of the Deep Ritz method and the Deep Galerkin method
☆66Jun 4, 2020Updated 6 years ago
Alternatives and similar repositories for DeepRitz
Users that are interested in DeepRitz are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Group project for Deep Learning: Algorithms and Applications in Peking University 2018 Spring. This is a brief survey, discussion and imp…☆48Jul 2, 2018Updated 8 years ago
- Reproduce the first two numerical experiments(Pytorch)☆27Jul 30, 2020Updated 6 years ago
- Code for "Deep Nitsche Method: Deep Ritz Method with Essential Boundary Conditions"☆17Jul 7, 2022Updated 4 years ago
- We develop a custom ML routine XNODE-WAN to solve parabolic PDEs with high efficiency.☆11Jun 23, 2022Updated 4 years ago
- PINN, DGM and DRM☆20Jul 3, 2023Updated 3 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Physcial Informed Extreme Learning Machine(PIELM) method to solve PDEs, such as Possion problem☆19Dec 6, 2024Updated last year
- Companion code for "Solving Nonlinear and High-Dimensional Partial Differential Equations via Deep Learning" by A. Al-Aradi, A. Correia, …☆126Jul 30, 2019Updated 7 years ago
- Deep renormalized Mori-Zwanzig (DrMZ) Julia package.☆17Jun 1, 2023Updated 3 years ago
- Finite difference solution of 2D Poisson equation. Can handle Dirichlet, Neumann and mixed boundary conditions.☆78Nov 28, 2024Updated last year
- ☆13Apr 7, 2022Updated 4 years ago
- Demo code for PPINN paper: https://www.sciencedirect.com/science/article/pii/S0045782520304357☆11Oct 23, 2020Updated 5 years ago
- source code of learning to discretize solving 1d scalar conservation laws via deep reinforcement learning☆15Feb 2, 2021Updated 5 years ago
- Use of Turbulence Model (Spalart-Allmaras) with PINNs for mean flow reconstruction☆13Mar 13, 2024Updated 2 years ago
- Python implementation of Underdamped Langevin Inference, a method to infer the dynamical equation of underdamped stochastic systems from …☆17Jun 20, 2025Updated last year
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- Physics-constrained auto-regressive convolutional neural networks for dynamical PDEs☆98May 11, 2022Updated 4 years ago
- A deep learning based method for solving high dimensional partial differential equations based on its weak form☆26Jun 22, 2025Updated last year
- Overlapping finite element meshes in AMORE☆11Nov 15, 2024Updated last year
- Solve the 1D forced Burgers equation with high order finite elements and finite difference schemes.☆27Dec 22, 2022Updated 3 years ago
- ☆15Dec 13, 2022Updated 3 years ago
- A hybrid Decoder-DeepONet operator regression framework for unaligned observation data☆10Jul 16, 2023Updated 3 years ago
- Physics-Informed deep LSTM architecture to forecast Lorenz and MFE fluid systems☆14May 18, 2020Updated 6 years ago
- Solving a class of elliptic partial differential equations(PDEs) with multiple scales utilizing Fourier-based mixed physics informed neur…☆15Apr 12, 2024Updated 2 years ago
- Physics-informed neural networks (PINNs)☆15Jun 7, 2022Updated 4 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.
- Code for "Machine-Learning Non-Conservative Dynamics for New-Physics Detection" (arXiv: 2106.00026)☆14Aug 1, 2021Updated 5 years ago
- ☆76Jan 18, 2024Updated 2 years ago
- Solving various PDEs by employing Siren, with JAX implementation.☆10Apr 13, 2025Updated last year
- 🌌 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
- multiphenics - easy prototyping of multiphysics problems in FEniCS☆47Jan 13, 2024Updated 2 years ago
- ☆42May 8, 2020Updated 6 years ago
- Python code solving the fluid mechanical local linear stability equations for various base flows.☆15Aug 1, 2015Updated 11 years ago
- Solving PDEs with NNs☆55Jan 6, 2023Updated 3 years ago
- Construction of control systems from predictive models via Quantization, Simulation, Modeling, Optimization☆12Sep 15, 2023Updated 2 years ago
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- This repository introduces Partial Differential Equation Solver using neural network that can learn resolution-invariant solution operato…☆17Nov 23, 2021Updated 4 years ago
- FEM enhanced neural network☆20Nov 27, 2022Updated 3 years ago
- ☆19Feb 3, 2022Updated 4 years ago
- Python script for Linear, Non-Linear Convection, Burger’s & Poisson Equation in 1D & 2D, 1D Diffusion Equation using Standard Wall Functi…☆244Jan 28, 2024Updated 2 years ago
- ☆13Nov 5, 2022Updated 3 years ago
- Extended Physics-Informed Neural Networks (XPINNs): A Generalized Space-Time Domain Decomposition Based Deep Learning Framework for Nonli…☆269Feb 1, 2023Updated 3 years ago
- Implementation of PINNs for burger's and Navier-Stokes equation with PyTorch☆11May 23, 2024Updated 2 years ago