Modular machine learning-based elastoplasticity: Generalization in the context of limited data (original) (raw)
Craig HamelComputer Methods in Applied Mechanics and Engineering
visibility
…
description
36 pages
link
1 file
Sign up for access to the world's latest research.
checkGet notified about relevant papers
checkSave papers to use in your research
checkJoin the discussion with peers
checkTrack your impact
Related papers
View on a Traditional Elastoplasticity Model1
Proceedings of the Indian National Science Academy, 2013
Identification of elastoplastic model in large deformation problems
2003
A Least-squares Method for Linear Elasticity
1998
International Journal of Plasticity, 2003
Editorial: Machine Learning for Structural Biology
2024
Artificial Intelligence Systems in Micromechanics
IFIP International Federation for Information Processing, 2004
Sustainability, 2023
What Machine Learning Can Do for Computational Solid Mechanics
Current Trends and Open Problems in Computational Mechanics, 2022
Elastically adaptive deformable models
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2002
Predicting the Bending of 3D Printed Hyperelastic Polymer Components
Polymers, 2023
Loading Preview
Sorry, preview is currently unavailable. You can download the paper by clicking the button above.
Related papers
Structural Constitutive Models for Knee Ligaments
2005
Modelling and Simulation in Materials Science and Engineering, 1999
The 2S2P1D: An Excellent Linear Viscoelastic Model
Journal of Civil Engineering, Science and Technology, 2010
Physics and data driven model for prediction of residual stresses in machining
arXiv (Cornell University), 2024
Development Of Material Model Subroutines For Linear And Nonlinear Response Of Elastomers
2018
Homogenized finite elastoplasticity and damage: theory and computations
Mechanics of Materials, 2004
Carolina Digital Repository (University of North Carolina at Chapel Hill), 2012
In Vivo Models of Mechanical Loading
Methods in Molecular Biology, 2019
An observation on the physical essence of elastoplastic deformations
PAMM, 2005
Characterizing the elastic properties of tissues
Materials Today, 2011
Multi-field and multi-scale computational fracture mechanics and machine-learning material modeling
RWTH Aachen University, 2021
Journal of Applied Polymer Science, 2009
Elastoplastic Behavior Identification for Heterogeneous Loadings and Materials
Experimental Mechanics, 2007
Prandtl-Reuss elastoplasticity: On-off switch and superposition formulae
International Journal of Solids and Structures, 1997
The p-adaptive biem version in elastostatics
Mathematical and Computer Modelling, 1991
Hybrid, finite element-artificial neural network model for composite materials
Buckling and yield strength estimation of architected materials under arbitrary loads
International Journal of Solids and Structures
Modeling nonlinear stress relaxation of polymers
Polymer Engineering & Science, 2013
Machine Learning for Wind Turbine Blades Maintenance Management
Energies, 2017
Predicting mechanical properties of compacts containing two components
Powder Technology, 2004
A guide to the finite and virtual element methods for elasticity
Applied Numerical Mathematics, 2021
Architecting materials for extremal stiffness, yield and buckling strength
arXiv (Cornell University), 2022
Inverse design of soft materials via a deep-learning-based evolutionary strategy
arXiv (Cornell University), 2021
Hyperelastic Modeling and Soft-Tissue Growth Integrated with the Smoothed Finite Element Method-SFEM
2015
Bio Physical Models as Detailed Engineering Production Functions
2011
Related topics
EngineeringComputer ScienceGeneralizationMathematical SciencesExtrapolationModular Design