PINNs-TF2, Physics-informed Neural Networks (PINNs) implemented in TensorFlow V2.
☆166May 23, 2024Updated 2 years ago
Alternatives and similar repositories for pinns-tf2
Users that are interested in pinns-tf2 are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- PINNs-Torch, Physics-informed Neural Networks (PINNs) implemented in PyTorch.☆936Feb 8, 2026Updated 5 months ago
- Physics Informed Deep Learning: Data-driven Solutions and Discovery of Nonlinear Partial Differential Equations☆6,057Feb 11, 2026Updated 5 months ago
- Generative Pre-Trained Physics-Informed Neural Networks Implementation☆122Aug 26, 2025Updated 11 months ago
- Implementation of PINNs in TensorFlow 2☆80Dec 12, 2025Updated 7 months ago
- Implementation of 'Physics-Informed Neural Networks for Shell Structures' (European Journal of Mechanics A)☆50Aug 17, 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.
- Investigating PINNs☆777Aug 13, 2021Updated 4 years ago
- PINN Implementation for IJCAI paper, "Physics-Informed Neural Networks: Minimizing Residual Loss with Wide Networks and Effective Activat…☆22Jun 19, 2024Updated 2 years ago
- Enhancing the convergence speed by 2x and improving the training success of Physics-Informed Neural Networks (PINNs).☆13Oct 14, 2024Updated last year
- Physics-Informed Neural Network, Finite Element Method enhanced neural network, and FEM data-based neural network☆20May 8, 2026Updated 2 months ago
- Dynamic weight strategy of physics-informed neural networks for the 2D Navier-Stokes equations☆14Sep 1, 2022Updated 3 years ago
- Data-guided physics-informed neural networks☆18Jul 16, 2024Updated 2 years ago
- PyTorch Implementation of Physics-informed Neural Networks☆721May 20, 2024Updated 2 years ago
- Physics Informed Neural Networks (PINNs) is a machine learning technique that incorporates physical laws and constraints into the neural …☆12Sep 27, 2024Updated last year
- TensorFlow 2.0 implementation of Maziar Raissi's Physics Informed Neural Networks (PINNs).☆267Nov 30, 2023Updated 2 years ago
- End-to-end encrypted cloud storage - Proton Drive • AdSpecial offer: 40% Off Yearly / 80% Off First Month. Protect your most important files, photos, and documents from prying eyes.
- PINNs-JAX, Physics-informed Neural Networks (PINNs) implemented in JAX.☆74Sep 10, 2024Updated last year
- This repository provides a PyTorch implementation of the physics informed neural networks by M.Raissi et al.☆11Aug 9, 2021Updated 4 years ago
- Physics-informed radial basis network☆42May 20, 2024Updated 2 years ago
- Physics-Informed Neural Network☆95May 10, 2024Updated 2 years ago
- PINN program for computational mechanics☆149Apr 1, 2024Updated 2 years ago
- Nathan Brown- PhD Research on Engineering Design Using Reinforcement Learning with an emphasis on Material Structure and Metamaterial Des…☆11Sep 26, 2022Updated 3 years ago
- Basic implementation of physics-informed neural networks for solving differential equations☆99Dec 26, 2024Updated last year
- A library for scientific machine learning and physics-informed learning☆4,325Updated this week
- This repo contains the code for solving Poisson Equation using Physics Informed Neural Networks☆21Jun 11, 2022Updated 4 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.
- We present cod-bench containing 12 operators and 10 datasets.☆11Jun 5, 2024Updated 2 years ago
- Deep Learning of Vortex Induced Vibrations☆102Feb 21, 2020Updated 6 years ago
- a FEniCs-based (Model-Free) Data-driven Computational Mechanics implementation☆13Jul 22, 2026Updated last week
- IDRLnet, a Python toolbox for modeling and solving problems through Physics-Informed Neural Network (PINN) systematically.☆250Oct 21, 2024Updated last year
- Tensoflow 2 implementation of physics informed deep learning.☆27Sep 12, 2020Updated 5 years ago
- This repository presents a series of analysis on the performance of Physics-Informed Neural Networks in vibrational systems. The limitati…☆14Apr 15, 2023Updated 3 years ago
- ☆20Dec 22, 2025Updated 7 months ago
- Sparse Physics-based and Interpretable Neural Networks☆54Sep 30, 2021Updated 4 years ago
- A Physics-Informed Neural Network to solve 2D steady-state heat equations.☆185May 30, 2026Updated last month
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- This repository offers a collection of simulation datasets from mechanical simulations of metamaterials. Jupyter notbooks demonstrate how…☆18Nov 1, 2022Updated 3 years ago
- Enhancing PINNs for Solving PDEs via Adaptive Collocation Point Movement and Adaptive Loss Weighting☆42Apr 14, 2023Updated 3 years ago
- Physics Informed Neural Network (PINN) for Burgers' equation.☆76Aug 21, 2024Updated last year
- code of the paper "Reliability modeling and statistical analysis of accelerated degradation process with memory effects and unit-to-unit …☆13Jan 28, 2026Updated 6 months ago
- dic software☆14Jun 16, 2025Updated last year
- Implement PINN with high level APIs of TF2.0, including a solution of coupled PDEs with PINN☆29Apr 14, 2023Updated 3 years ago
- ☆18Aug 13, 2024Updated last year