Physics Informed Neural Networks To Solve Problems In Solid Mechanics
☆20Sep 6, 2023Updated 2 years ago
Alternatives and similar repositories for PINN_For_Linear_Elastic_Mechanics
Users that are interested in PINN_For_Linear_Elastic_Mechanics are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- This project is divided in a two parts. In first study, Lame parameters are identified using tanh activation function. After that, six a…☆13Nov 17, 2022Updated 3 years ago
- Adaptive phase field modeling of fracture using deep energy minimization.☆43Mar 29, 2021Updated 5 years ago
- A Jupyter Notebook implementation of Physics-informed neural network to solve solid mechanics problem.☆26May 11, 2023Updated 3 years ago
- FEM enhanced neural network☆20Nov 27, 2022Updated 3 years ago
- PINN program for computational mechanics☆141Apr 1, 2024Updated 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 is the code of my master thesis.☆212Feb 7, 2026Updated 3 months ago
- ☆12Mar 27, 2020Updated 6 years ago
- Physics-guided neural network framework for elastic plates☆52Mar 24, 2022Updated 4 years ago
- Neural Network Approach for Elastoplastic Constitutive Modeling☆26May 17, 2023Updated 3 years ago
- Efficient Matlab Implementation of Adaptive Mesh Coarsening in 2D☆13Sep 14, 2020Updated 5 years ago
- Ice-Elastoplastic-Material-Model written in Fortran (VUMAT and VUSDFLD) for the Abaqus/Explicit solver (v2019-2022)☆16Apr 7, 2023Updated 3 years ago
- Code for the paper: Phase-Field Finite Deformation Fracture with an Effective Energy for Regularized Cracks.☆18Apr 30, 2024Updated 2 years ago
- This is an enhanced GPU MPM framework with explicit solver☆19Mar 20, 2026Updated 2 months ago
- Solve static non-linear mechanics problems using Finite Elements Method for hyperelastic materials☆11Feb 14, 2025Updated last year
- Simple, predictable pricing with DigitalOcean hosting • AdAlways know what you'll pay with monthly caps and flat pricing. Enterprise-grade infrastructure trusted by 600k+ customers.
- Matlab code performing the finite element simulation of an electrolyte contained within a phase-field representation of cracks. A novel d…☆17Jul 21, 2023Updated 2 years ago
- A program for solving nonlinear boundary value problems in solid mechanics with nonlinear material behaviour and large deformation.☆11Jun 19, 2023Updated 2 years ago
- Physics-informed radial basis network☆40May 20, 2024Updated 2 years ago
- ☆16Jun 18, 2023Updated 2 years ago
- Files associated with manuscript: Anisotropic damage model for collagenous tissues and its application to model fracture and needle inser…☆14Jul 27, 2022Updated 3 years ago
- Constitutive hyperelastic material formulations for FElupe.☆15Feb 13, 2026Updated 3 months ago
- The Smoothed Particle Finite Element Method (SPFEM) has gained popularity as one of the effective numerical methods for modelling geotech…☆19May 26, 2025Updated last year
- A Tsai-Wu based 2D Damage Model UMAT for ABAQUS (discontinued)☆12Jan 21, 2024Updated 2 years ago
- Comparison of Abaqus Library, UMAT, and Analytical Solution for Neo-Hookean Hyperelastic Material Under Large Deformations☆17Aug 9, 2025Updated 9 months ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- Open source Julia codes for simulating brittle fracture using phase-field model☆19Sep 1, 2025Updated 8 months ago
- Implementation of 'Physics-Informed Neural Networks for Shell Structures' (European Journal of Mechanics A)☆49Aug 17, 2024Updated last year
- Implementation of Physics-Informed Neural Networks for Computational Mechanics based on the DeepXDE package.☆68Updated this week
- This repository offers a collection of simulation datasets from mechanical simulations of metamaterials. Jupyter notbooks demonstrate how…☆17Nov 1, 2022Updated 3 years ago
- A simple CUDA accelerated material point method simulation.☆10Apr 27, 2020Updated 6 years ago
- UMAT subroutine for implementing the phase field model for brittle fracture (Abaqus version 2020 or newer)☆21Dec 29, 2021Updated 4 years ago
- Physics-Informed Neural Network, Finite Element Method enhanced neural network, and FEM data-based neural network☆20May 8, 2026Updated 3 weeks ago
- Geometrically nonlinear flexural analysis of multilayered composite plate using polynomial and non-polynomial shear deformation theories☆15Feb 7, 2022Updated 4 years ago
- Constitutive Artificial Neural Networks (CANNs) for modeling of hyperelastic materials☆25Sep 25, 2020Updated 5 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.
- An-ordinary-state-based-peridynamics-OSBPD-☆20Sep 10, 2023Updated 2 years ago
- Effective data sampling strategies and boundary condition constraints of physics-informed neural networks for identifying material proper…☆25Jul 3, 2023Updated 2 years ago
- This is the supporting material for the tutorial on fibre based hyperelasticity using a local coordinate basis in Abaqus☆21Nov 18, 2019Updated 6 years ago
- This repository contains the Matlab and data files for the book Example Problems for Continuum Mechanics of Solids by L. Anand and S. Gov…☆18Dec 12, 2021Updated 4 years ago
- ☆46Jun 17, 2020Updated 5 years ago
- PINN Research Benchmark☆15Mar 30, 2026Updated last month
- Implementation of physics informed neural networks with PyTorch☆21Jan 5, 2021Updated 5 years ago