Personalising left-ventricular biophysical models of the heart using parametric physics-informed neural networks

A Comprehensive Deep Learning-Based Approach to Reduced Order Modeling of Nonlinear Time-Dependent Parametrized PDEs

(2021) Stefania Fresca et al.   JOURNAL OF SCIENTIFIC COMPUTING

The ‘Digital Twin’ to enable the vision of precision cardiology

(2020) Jorge Corral-Acero et al.   EUROPEAN HEART JOURNAL

Using parametric model order reduction for inverse analysis of large nonlinear cardiac simulations

(2020) M. R. Pfaller et al.   International Journal for Numerical Methods in Biomedical Engineering

Deep Learning Over Reduced Intrinsic Domains for Efficient Mechanics of the Left Ventricle

(2020) Gonzalo D. Maso Talou et al.   Frontiers in Physics

Data driven approximation of parametrized PDEs by reduced basis and neural networks

(2020) Niccolò Dal Santo et al.   JOURNAL OF COMPUTATIONAL PHYSICS

A comparison of methods for gradient field estimation on simplicial meshes

(2019) Claudio Mancinelli et al.   COMPUTERS & GRAPHICS-UK

Reduced-order modeling of blood flow for noninvasive functional evaluation of coronary artery disease

(2019) Stefano Buoso et al.   Biomechanics and Modeling in Mechanobiology

Modelling arterial pulse waves in healthy ageing: a database for in silico evaluation of haemodynamics and pulse wave indices

(2019) Peter Charlton et al.   AMERICAN JOURNAL OF PHYSIOLOGY-HEART AND CIRCULATORY PHYSIOLOGY

A deep energy method for finite deformation hyperelasticity

(2019) Vien Minh Nguyen-Thanh et al.   EUROPEAN JOURNAL OF MECHANICS A-SOLIDS

Model reduction of dynamical systems on nonlinear manifolds using deep convolutional autoencoders

(2019) Kookjin Lee et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Deep Learning Techniques for Automatic MRI Cardiac Multi-structures Segmentation and Diagnosis: Is the Problem Solved?

(2018) Olivier Bernard et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Non-intrusive reduced order modeling of nonlinear problems using neural networks

(2018) J.S. Hesthaven et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Statistical Shape Modeling of the Left Ventricle: Myocardial Infarct Classification Challenge

(2018) Avan Suinesiaputra et al.   IEEE Journal of Biomedical and Health Informatics

Estimating cardiac contraction through high resolution data assimilation of a personalized mechanical model

(2018) Henrik Finsberg et al.   Journal of Computational Science

Construction and Validation of Subject-Specific Biventricular Finite-Element Models of Healthy and Failing Swine Hearts From High-Resolution DT-MRI

(2018) Kevin L. Sack et al.   Frontiers in Physiology

Population-Based Priors in Cardiac Model Personalisation for Consistent Parameter Estimation in Heterogeneous Databases

(2018) Roch Molléro et al.   International Journal for Numerical Methods in Biomedical Engineering

The importance of the pericardium for cardiac biomechanics: from physiology to computational modeling

(2018) Martin R. Pfaller et al.   Biomechanics and Modeling in Mechanobiology

High-resolution data assimilation of cardiac mechanics applied to a dyssynchronous ventricle

(2017) Gabriel Balaban et al.   International Journal for Numerical Methods in Biomedical Engineering

Efficient computation of electrograms and ECGs in human whole heart simulations using a reaction-eikonal model

(2017) Aurel Neic et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Patient independent representation of the detailed cardiac ventricular anatomy

(2017) Bruno Paun et al.   MEDICAL IMAGE ANALYSIS

Multi-scale patch and multi-modality atlases for whole heart segmentation of MRI

(2016) Xiahai Zhuang et al.   MEDICAL IMAGE ANALYSIS

Transmural gradients of myocardial structure and mechanics: Implications for fiber stress and strain in pressure overload

(2016) Eric D. Carruth et al.   PROGRESS IN BIOPHYSICS & MOLECULAR BIOLOGY

Multiphysics and multiscale modelling, data–model fusion and integration of organ physiology in the clinic: ventricular cardiac mechanics

(2016) Radomir Chabiniok et al.   Interface Focus

Atlas-Based Quantification of Cardiac Remodeling Due to Myocardial Infarction

(2014) Xingyu Zhang et al.   PLoS One

Dimensional reductions of a cardiac model for effective validation and calibration

(2013) M. Caruel et al.   Biomechanics and Modeling in Mechanobiology

In vivo human cardiac fibre architecture estimation using shape-based diffusion tensor processing

(2013) Nicolas Toussaint et al.   MEDICAL IMAGE ANALYSIS

Challenges and Methodologies of Fully Automatic Whole Heart Segmentation: A Review

(2013) Xiahai Zhuang   Journal of Healthcare Engineering

Preterm Heart in Adult Life

(2012) Adam J. Lewandowski et al.   CIRCULATION

Model reduction techniques for fast blood flow simulation in parametrized geometries

(2011) Andrea Manzoni et al.   International Journal for Numerical Methods in Biomedical Engineering

A Registration-Based Propagation Framework for Automatic Whole Heart Segmentation of Cardiac MRI

(2010) Xiahai Zhuang et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Constitutive modelling of passive myocardium: a structurally based framework for material characterization

(2009) G. A. Holzapfel et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Computational cardiac atlases: from patient to population and back

(2008) Alistair A. Young et al.   EXPERIMENTAL PHYSIOLOGY

The arterial Windkessel

(2008) Nico Westerhof et al.   MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING