Manifold learning based data-driven modeling for soft biological tissues

A physics-constrained data-driven approach based on locally convex reconstruction for noisy database

(2020) Qizhi He et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

SO(3)-invariance of informed-graph-based deep neural network for anisotropic elastoplastic materials

(2020) Yousef Heider et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Model-free data-driven methods in mechanics: material data identification and solvers

(2019) Laurent Stainier et al.   COMPUTATIONAL MECHANICS

A multiscale multi-permeability poroplasticity model linked by recursive homogenizations and deep learning

(2018) Kun Wang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Data-based derivation of material response

(2018) Adrien Leygue et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Appropriate Objective Functions for Quantifying Iris Mechanical Properties Using Inverse Finite Element Modeling

(2018) Anup D. Pant et al.   JOURNAL OF BIOMECHANICAL ENGINEERING-TRANSACTIONS OF THE ASME

An investigation of the anisotropic mechanical properties and anatomical structure of porcine atrioventricular heart valves

(2018) Samuel Jett et al.   Journal of the Mechanical Behavior of Biomedical Materials

A deep material network for multiscale topology learning and accelerated nonlinear modeling of heterogeneous materials

(2018) Zeliang Liu et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

An investigation of regional variations in the biaxial mechanical properties and stress relaxation behaviors of porcine atrioventricular heart valve leaflets

(2018) Devin Laurence et al.   JOURNAL OF BIOMECHANICS

Data-driven computing in dynamics

(2017) T. Kirchdoerfer et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

How to characterize a nonlinear elastic material? A review on nonlinear constitutive parameters in isotropic finite elasticity

(2017) L. Angela Mihai et al.   PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

A meso-scale layer-specific structural constitutive model of the mitral heart valve leaflets

(2016) Will Zhang et al.   Acta Biomaterialia

Planar biaxial testing of heart valve cusp replacement biomaterials: Experiments, theory and material constants

(2016) Michel R. Labrosse et al.   Acta Biomaterialia

A Manifold Learning Approach to Data-Driven Computational Elasticity and Inelasticity

(2016) Rubén Ibañez et al.   ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING

Data-driven computational mechanics

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

A nonlinear manifold-based reduced order model for multiscale analysis of heterogeneous hyperelastic materials

(2016) Satyaki Bhattacharjee et al.   JOURNAL OF COMPUTATIONAL PHYSICS

On the effects of leaflet microstructure and constitutive model on the closing behavior of the mitral valve

(2015) Chung-Hao Lee et al.   Biomechanics and Modeling in Mechanobiology

A Bayesian approach to selecting hyperelastic constitutive models of soft tissue

(2015) Sandeep Madireddy et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Simulation of planar soft tissues using a structural constitutive model: Finite element implementation and validation

(2014) Rong Fan et al.   JOURNAL OF BIOMECHANICS

Differential Evolution With Two-Level Parameter Adaptation

(2014) Wei-Jie Yu et al.   IEEE Transactions on Cybernetics

The constitutive compatibility method for identification of material parameters based on full-field measurements

(2013) Ali Moussawi et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

An inverse modeling approach for stress estimation in mitral valve anterior leaflet valvuloplasty for in-vivo valvular biomaterial assessment

(2013) Chung-Hao Lee et al.   JOURNAL OF BIOMECHANICS

Stress–strain behavior of mitral valve leaflets in the beating ovine heart

(2009) Gaurav Krishnamurthy et al.   JOURNAL OF BIOMECHANICS