Thermodynamics-based Artificial Neural Networks
☆35Apr 5, 2023Updated 3 years ago
Alternatives and similar repositories for Thermodynamics-Neural-Networks
Users that are interested in Thermodynamics-Neural-Networks are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆16Jul 29, 2026Updated 3 months ago
- A physics-informed deep learning (DL)-based constitutive model for investigating epoxy based composites under different ambient condition…☆35Jun 11, 2026Updated 5 months ago
- Main repository for EUCLID (Efficient Unsupervised Constitutive Law Identification & Discovery).☆14Mar 30, 2026Updated 7 months ago
- Code for "Discovering plasticity models without stress data" (npj Computational Materials, 2022) and "Automated discovery of generalized …☆27Sep 25, 2024Updated 2 years ago
- Benchmarking physics-constrained data-driven models of hyperelasticity against rubber and soft tissue datasets☆17Jan 15, 2023Updated 3 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.
- This repository offers a collection of simulation datasets from mechanical simulations of metamaterials. Jupyter notbooks demonstrate how…☆18Nov 1, 2022Updated 4 years ago
- ☆60May 8, 2023Updated 3 years ago
- Code used in the 2023 Alert Geomaterials doctoral school on Machine in Geomechanics☆13Oct 2, 2023Updated 3 years ago
- Neural integration for constitutive equations☆14Dec 12, 2023Updated 2 years ago
- mechanoChemML library☆17Jan 16, 2026Updated 9 months ago
- Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME☆12Sep 7, 2021Updated 5 years ago
- Constitutive Artificial Neural Networks (CANNs) for modeling of hyperelastic materials☆29Mar 11, 2021Updated 5 years ago
- Constitutive Artificial Neural Networks (CANNs) for modeling of hyperelastic materials☆24Sep 25, 2020Updated 6 years ago
- ☆15Jul 25, 2022Updated 4 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.
- Physically Recurrent Neural Networks☆17Oct 9, 2026Updated last month
- Code for "NN-EUCLID: Deep-learning hyperelasticity without stress data" (Journal of the Mechanics and Physics of Solids, 2022).☆18Aug 11, 2025Updated last year
- A finite element implementation of a viscoelastic viscoplastic constitutive model using the deal.ii library with the option to include a …☆13Jun 1, 2025Updated last year
- ☆14May 26, 2025Updated last year
- Effective data sampling strategies and boundary condition constraints of physics-informed neural networks for identifying material proper…☆26Jul 3, 2023Updated 3 years ago
- Reduced-Order Modeling of Fluid Flows with Transformers☆26May 30, 2023Updated 3 years ago
- micmacsfenics: a FEniCs-based implementation of two-level finite element simulations (FE2) using computational homogenization.☆27Feb 20, 2026Updated 8 months ago
- Strain gradient plasticity code for Abaqus☆20Jul 27, 2022Updated 4 years ago
- ☆12Jul 21, 2023Updated 3 years ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- When using, please cite "A new family of Constitutive Artificial Neural Networks towards automated model discovery", CMAME, https://doi.o…☆76Sep 29, 2026Updated last month
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆23May 11, 2025Updated last year
- Code for my book on numerical linear algebra.☆10Aug 30, 2021Updated 5 years ago
- A C++ Finite Element Analysis software based on the Jem-Jive library☆18Oct 5, 2026Updated last month
- Automated material constitutive modeling in JAX☆48Oct 28, 2026Updated 2 weeks ago
- Neural network hyperelastic constitutive modeling of anisotropic materials. Includes UMAT☆27Jul 7, 2021Updated 5 years ago
- Implementation of a ResUNet-based DeepONet for predicting stress distribution on variable input geometries subject to variable loads. A R…☆21Jul 20, 2023Updated 3 years ago
- Abaqus/Standard user element subroutine (UEL) for hyperelastic materials in total Lagrangian framework using standard displacement formul…☆26Aug 3, 2026Updated 3 months ago
- A method based on a feed forward neural network to solve partial differential equations in nonlinear elasticity at finite strain based on…☆80Apr 17, 2026Updated 6 months ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- Graph Convolutional Networks for Unstructured Flow Fields☆14Sep 5, 2022Updated 4 years ago
- Neural Network Approach for Data-Driven Constitutive Modeling☆42Feb 4, 2022Updated 4 years ago
- Neural Network Approach for Elastoplastic Constitutive Modeling☆27May 17, 2023Updated 3 years ago
- Automated representative volume element simulator via abaqus for material constitutive law discovery☆41May 6, 2026Updated 6 months ago
- User Material Model Implementation (UMAT) based on Finite Viscoelasticity Theory for Hydrogels in Abaqus☆43Feb 4, 2025Updated last year
- FrontISTR is an open-source parallel FEM software program. This software had been continuously developed and supported by the FrontISTR s…☆12Apr 8, 2024Updated 2 years ago
- Golbabaee M., Chen Z., Wiaux Y. and Davies M., CoverBLIP accelerated and scalable iterative matched filtering for Magnetic Resonance Fing…☆10Jul 26, 2018Updated 8 years ago
Are these results useful?