Code of the publication "Physics informed neural networks for continuum micromechanics" published in https://doi.org/10.1016/j.cma.2022.114790 by Alexander Henkes and Henning Wessels from TU Braunschweig and Rolf Mahnken from University of Paderborn.
☆19Jul 28, 2022Updated 4 years ago
Alternatives and similar repositories for HENKES_PINN
Users that are interested in HENKES_PINN are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME☆12Sep 7, 2021Updated 5 years ago
- FORTRAN subroutines for my meso-level simulations in Abaqus☆13Feb 4, 2017Updated 9 years ago
- Numerical impementation of the Gurson model with GTN modification.☆42Jun 17, 2020Updated 6 years ago
- Prediction and control of fracture paths in disordered architected materials using graph neural networks☆12Apr 21, 2023Updated 3 years ago
- ☆22Apr 21, 2023Updated 3 years ago
- Bare Metal GPUs on DigitalOcean Gradient AI • AdPurpose-built for serious AI teams training foundational models, running large-scale inference, and pushing the boundaries of what's possible.
- Physics-guided neural network framework for elastic plates☆51Mar 24, 2022Updated 4 years ago
- The conventional theory of mechanism-based strain gradient plasticity is realized via ANSYS user programmable features for USERMAT subrou…☆12May 27, 2024Updated 2 years ago
- PINN program for computational mechanics☆152Apr 1, 2024Updated 2 years ago
- Neural network hyperelastic constitutive modeling of anisotropic materials. Includes UMAT☆27Jul 7, 2021Updated 5 years ago
- Files associated with manuscript: Anisotropic damage model for collagenous tissues and its application to model fracture and needle inser…☆14Jul 27, 2022Updated 4 years ago
- Tutorial on proper orthogonal decomposition (POD) based reduced order modeling (ROM) for the heat equation with FEniCS.☆10Mar 30, 2022Updated 4 years ago
- This repository contains the code and models for our paper "Investigating and Mitigating Failure Modes in Physics-informed Neural Network…☆20Dec 8, 2023Updated 2 years ago
- UMAT subroutine for Abaqus where all of MML works are included. Enjoy!☆55Nov 22, 2023Updated 2 years ago
- 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
- 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.
- PECANNs: Physics and Equality Constrained Artificial Neural Networks☆26Mar 30, 2026Updated 5 months ago
- Implementation of 'Physics-Informed Neural Networks for Shell Structures' (European Journal of Mechanics A)☆50Aug 17, 2024Updated 2 years ago
- Elastodynamics with FEniCSx/DOLFINx☆11May 7, 2026Updated 4 months ago
- ☆13Jan 10, 2017Updated 9 years ago
- PrideDiff: Physics-Regularized Generalized Diffusion Model for CT Reconstruction☆12Dec 10, 2024Updated last year
- AI-CFD hybrid solver.☆18Apr 21, 2026Updated 4 months ago
- A Numerical Analysis Package in Python☆12Feb 3, 2022Updated 4 years ago
- Source code and audio demos for the paper "Audio Source Separation Using Variational Autoencoders and Weak Class Supervision"☆12Jun 21, 2026Updated 2 months ago
- DEPRECATED: System modelling and fault-injection-based resilience assessment in Python☆10Mar 17, 2022Updated 4 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.
- Continuum mechanics toolkit☆14Jul 6, 2023Updated 3 years ago
- FFT-based Homogenization☆29Jul 11, 2019Updated 7 years ago
- This program is developed based on the invariant level set method (I-LSM) to extract the fracture geometry simulated by XFEM in ABAQUS.☆14Jun 11, 2023Updated 3 years ago
- Nonlinear proper orthogonal decomposition for convection-dominated flows☆15Nov 8, 2021Updated 4 years ago
- ☆12Dec 13, 2024Updated last year
- Structural Fire Engineering - Probabilistic Reliability Assessment☆17Jul 24, 2026Updated last month
- Guided elastodynamic wave dispersion in anisotropic layered plates and cylinders.☆34Jul 16, 2026Updated last month
- The Finite Element Analysis and Design of Concrete Structures Using Python☆17Oct 24, 2020Updated 5 years ago
- A Metropolis-Hastings MCMC sampler accelerated via diffusion models☆17Jul 25, 2024Updated 2 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- FEniCS implementation: a phase field model for cohesive fracture in micropolar continua☆30Jan 2, 2020Updated 6 years ago
- SeismicNet: Physics-informed neural networks for seismic wave modeling in semi-infinite domain☆22May 5, 2024Updated 2 years ago
- Implementations of three neural operators and application in Bayesian inference problems☆18Jul 5, 2026Updated 2 months ago
- Train-Track-Bridge interaction simulation tool for Matlab☆15Apr 10, 2024Updated 2 years ago
- Solid Wave Simulation (swSim) is software that solves heterogeneous, anisotropic elastodynamic equations for ultrasonic NDE simulation. A…☆15Apr 6, 2021Updated 5 years ago
- ☆13Dec 5, 2022Updated 3 years ago
- This is to detect the crack tip and the Stress Intensity Factor (SIF) from a displacement field during the fracture. The displacement is …☆14Jan 19, 2020Updated 6 years ago