Deep Learning and Finite Element Method for Physical Systems Modeling
☆51Mar 15, 2019Updated 7 years ago
Alternatives and similar repositories for mlfem
Users that are interested in mlfem are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- ☆38Dec 29, 2017Updated 8 years ago
- ☆36Sep 3, 2021Updated 4 years ago
- ☆33Aug 31, 2022Updated 3 years ago
- In this project I use the generated dataset of stress analysis results of FVM method to train a Convolutional Neural Netwrok (CNN) model …☆28Aug 2, 2018Updated 7 years ago
- ☆23Jan 12, 2021Updated 5 years ago
- Deploy open-source AI quickly and easily - Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- A deep learning approach to estimate stress distribution: a fast and accurate surrogate of finite-element analysis☆27Jun 14, 2018Updated 7 years ago
- FEM enhanced neural network☆20Nov 27, 2022Updated 3 years ago
- Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME☆12Sep 7, 2021Updated 4 years ago
- a FEniCs-based (Model-Free) Data-driven Computational Mechanics implementation☆13Feb 20, 2026Updated last month
- A Machine Learning approach to Finite Element Methods, using U-Net inspired architectures.☆31Jul 26, 2019Updated 6 years ago
- Meshless methods for Computational Mechanics☆18Apr 26, 2022Updated 3 years ago
- ☆59May 8, 2023Updated 2 years ago
- A design optimization study of underwater vehicle using Bayesian optimization and deep learning based surrogate model☆13Mar 13, 2023Updated 3 years ago
- Stress Field Prediction in Cantilevered Structures Using Convolutional Neural Networks☆34Feb 29, 2020Updated 6 years ago
- 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.
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆27Jan 20, 2023Updated 3 years ago
- Adaptive phase field modeling of fracture using deep energy minimization.☆41Mar 29, 2021Updated 5 years ago
- Graph neural networks for stress and strain fields prediction☆62Jan 9, 2023Updated 3 years ago
- Finite Element code for Geomechanics☆12Aug 18, 2017Updated 8 years ago
- Numerical model of heterogeneous concrete in 3D for finite element analysis of transport- and mechanical problems, and computational homo…☆15May 31, 2018Updated 7 years ago
- This repository contains code for a project that trains a neural network to solve solid mechanics problems faster than the traditional fi…☆12Sep 28, 2023Updated 2 years ago
- Gigala - Open source software for 2D/3D intelligent topology optimisation by reinforcement learning.☆61Updated this week
- Micro mechanical computations with an FFT-based method☆57Nov 15, 2021Updated 4 years ago
- Python code for solving 3D structural problems with uncertainties using the finite element method☆12Jul 12, 2025Updated 9 months ago
- 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.
- Topology optimization with finite element analysis in FEniCS. Final project for CSCI-GA.2420: Numerical Methods II at New York University…☆80Feb 12, 2020Updated 6 years ago
- ☆46Nov 27, 2023Updated 2 years ago
- A finite element blade structural dynamics module☆13Mar 25, 2017Updated 9 years ago
- Neural Network Approach for Data-Driven Constitutive Modeling☆42Feb 4, 2022Updated 4 years ago
- Dual mesh approach for solving phase field based brittle fracture problems☆13Jun 23, 2021Updated 4 years ago
- Implementation of 'Physics-Informed Neural Networks for Shell Structures' (European Journal of Mechanics A)☆46Aug 17, 2024Updated last year
- Fast computation of soft tissue thermal response under deformation based on fast explicit dynamics finite element algorithm for surgical …☆10May 30, 2022Updated 3 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
- Comparison study between numerical methods using MATLAB - Finite Element Method (FEM) & RKPM☆10Nov 1, 2022Updated 3 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.
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆13Aug 26, 2024Updated last year
- ☆13Feb 12, 2018Updated 8 years ago
- Python 2.7 - Finitie Element code for 2D quadrilateral plane stress/plane strain applications using linear isoparametric formulation with…☆12Jan 29, 2019Updated 7 years ago
- Linear elastic analysis of heterogeneous materials and structures with the Extended Multiscale Finite Element Method (EMsFEM)☆25May 27, 2025Updated 10 months ago
- ☆17Aug 13, 2024Updated last year
- IGAFrac (short for Isogeometric Analysis of Fracture) is a MATLAB code for fracture simulation.☆29May 10, 2022Updated 3 years ago
- Introduction to Vibration Theory☆37Updated this week