Automated identification of linear viscoelastic constitutive laws with EUCLID

Variational Onsager Neural Networks (VONNs): A thermodynamics-based variational learning strategy for non-equilibrium PDEs

(2022) Shenglin Huang et al.   JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS

Discovering plasticity models without stress data

(2022) Moritz Flaschel et al.   npj Computational Materials

Regularization-free multicriteria optimization of polymer viscoelasticity model

(2022) Francisco José Monaco et al.   APPLIED SOFT COMPUTING

Bayesian-EUCLID: Discovering hyperelastic material laws with uncertainties

(2022) Akshay Joshi et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Model-free Data-Driven viscoelasticity in the frequency domain

(2022) Hossein Salahshoor et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

NN-EUCLID: Deep-learning hyperelasticity without stress data

(2022) Prakash Thakolkaran et al.   JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS

Unsupervised discovery of interpretable hyperelastic constitutive laws

(2021) Moritz Flaschel et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Unraveling the Local Relation Between Tissue Composition and Human Brain Mechanics Through Machine Learning

(2021) Kevin Linka et al.   Frontiers in Bioengineering and Biotechnology

Learning viscoelasticity models from indirect data using deep neural networks

(2021) Kailai Xu et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Neural network model describing the temperature- and rate-dependent stress-strain response of polypropylene

(2020) Benoit Jordan et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Learning Corrections for Hyperelastic Models From Data

(2019) David González et al.   Frontiers in Materials

Modeling the Temperature Dependence of Dynamic Mechanical Properties and Visco-Elastic Behavior of Thermoplastic Polyurethane Using Artificial Neural Network

(2017) Ivan Kopal et al.   Polymers

Data-driven computational mechanics

(2016) T. Kirchdoerfer et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Efficient and optimized identification of generalized Maxwell viscoelastic relaxation spectra

(2016) Behzad Babaei et al.   Journal of the Mechanical Behavior of Biomedical Materials

Revisiting the identification of generalized Maxwell models from experimental results

(2015) D. Jalocha et al.   INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES

Extension of the Optimised Virtual Fields Method to Estimate Viscoelastic Material Parameters from 3D Dynamic Displacement Fields

(2015) N. Connesson et al.   STRAIN

Regularization Paths for Generalized Linear Models via Coordinate Descent

(2015) Jerome Friedman et al.   Journal of Statistical Software

Predicting thermal shape memory of crosslinked polymer networks from linear viscoelasticity

(2011) Julie Diani et al.   INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES

The Virtual Fields Method for Extracting Constitutive Parameters From Full-Field Measurements: a Review

(2010) M. Grédiac et al.   STRAIN