This repository contains code for a project that trains a neural network to solve solid mechanics problems faster than the traditional finite element method. It includes a pipeline for generating a database of FEM solutions and experiments comparing the neural network model to the FEM.
☆12Sep 28, 2023Updated 2 years ago
Alternatives and similar repositories for solid-mechanics-ML
Users that are interested in solid-mechanics-ML are comparing it to the libraries listed below
Sorting:
- Physics-Informed Neural Network, Finite Element Method enhanced neural network, and FEM data-based neural network☆19Nov 26, 2025Updated 3 months ago
- Qi ZHANG's simulation code (very preliminary and there are a lot of aspects to improve)☆15Jan 23, 2026Updated last month
- A Machine Learning approach to Finite Element Methods, using U-Net inspired architectures.☆30Jul 26, 2019Updated 6 years ago
- ☆18Dec 22, 2025Updated 2 months ago
- A deep learning approach to estimate stress distribution: a fast and accurate surrogate of finite-element analysis☆27Jun 14, 2018Updated 7 years ago
- A basic example of using physics informed machine learning for enhanced structural dynamics modeling☆10Jul 7, 2023Updated 2 years ago
- a FEniCs-based (Model-Free) Data-driven Computational Mechanics implementation☆13Feb 20, 2026Updated last week
- Finite element thermo-elastic, buckling analysis of variable angle tow laminated plate☆12Apr 16, 2025Updated 10 months ago
- Package for simulating contact mechanics☆14Feb 6, 2026Updated 3 weeks ago
- Mesh-independent treatment for straightforward modelling of (non-linear) fracture mechanical processes using a mixed mode cohesive zone m…☆15Aug 10, 2021Updated 4 years ago
- Physics-informed deep learning for structural dynamics under moving load☆19Oct 4, 2024Updated last year
- FEM enhanced neural network☆20Nov 27, 2022Updated 3 years ago
- ☆38Dec 29, 2017Updated 8 years ago
- Constitutive Artificial Neural Networks (CANNs) for modeling of hyperelastic materials☆24Sep 25, 2020Updated 5 years ago
- 📏 Smoothed Finite Element Methods (S-FEMs) written in Julia.☆24May 18, 2021Updated 4 years ago
- MatPFF: Matlab FEM program for phase-field fracture (AT1/2, PFCZM) simulation☆30Jan 2, 2025Updated last year
- 📚 MIT Manipal Data Science Engineering: Your go-to resource hub for lab study materials, code, and more. Enhance your learning with this…☆10Sep 3, 2024Updated last year
- hrtem lattice fringe image analysis algorithms - developed for carbon nanostructure analysis☆10Jan 9, 2026Updated last month
- ☆11Oct 15, 2025Updated 4 months ago
- Matlab simulation of a hydrodynamically lubricated slider bearing☆11Jan 17, 2019Updated 7 years ago
- Main/top level repository for ICARUS specific code☆12Updated this week
- 2D Isogeometry finite element code for statics and contact analysis; NURBS, Penalty method, Matlab;☆34Oct 20, 2017Updated 8 years ago
- FEM MATLAB framework for multiphysics problems in porous media☆16Nov 3, 2025Updated 4 months ago
- dic software☆13Jun 16, 2025Updated 8 months ago
- Ground Penetrating Radar data processing and classification to detect buried objects in the ground☆14Jul 7, 2023Updated 2 years ago
- This is a collection of Jupyter Notebooks for the Udemy Python for DS & ML Bootcamp☆11Mar 13, 2019Updated 6 years ago
- Code to reproduce analyses of mouse cortical gradients☆10Feb 27, 2019Updated 7 years ago
- FeynGrav is a Wolfram Mathematica package that implements Feynman rules for gravity within FeynCalc framewok.☆12Feb 25, 2026Updated last week
- ☆11May 28, 2021Updated 4 years ago
- ☆46Nov 27, 2023Updated 2 years ago
- A python 3.7 library for friction, lubrication and contact mechanics models☆45Apr 4, 2022Updated 3 years ago
- Matlab code for isogeometric boundary element analysis☆35Jun 14, 2012Updated 13 years ago
- Various finite element implementations for composite laminate plates in MatLab☆11Oct 9, 2017Updated 8 years ago
- A design optimization study of underwater vehicle using Bayesian optimization and deep learning based surrogate model☆13Mar 13, 2023Updated 2 years ago
- Neutrino Decoupling Beyond the Standard Model☆15Feb 9, 2026Updated 3 weeks ago
- Comparison study between numerical methods using MATLAB - Finite Element Method (FEM) & RKPM☆10Nov 1, 2022Updated 3 years ago
- Mono-repo containing several challenges in a variety of Data Science and Machine Learning topics.☆13Sep 1, 2023Updated 2 years ago
- PhD code - eXtended Isogeometric Boundary Element Method☆15Jul 17, 2014Updated 11 years ago
- Vision Based Inspection tool comprising of retrained Inception V3 network and OpenCV Filters for fracture detection. Published at A2IC 20…☆11Jun 19, 2019Updated 6 years ago