[HTML][HTML] 4D flow cardiovascular magnetic resonance consensus statement
Pulsatile blood flow through the cavities of the heart and great vessels is time-varying and
multidirectional. Access to all regions, phases and directions of cardiovascular flows has …
multidirectional. Access to all regions, phases and directions of cardiovascular flows has …
Hidden fluid mechanics: Learning velocity and pressure fields from flow visualizations
M Raissi, A Yazdani, GE Karniadakis - Science, 2020 - science.org
For centuries, flow visualization has been the art of making fluid motion visible in physical
and biological systems. Although such flow patterns can be, in principle, described by the …
and biological systems. Although such flow patterns can be, in principle, described by the …
Hidden fluid mechanics: A Navier-Stokes informed deep learning framework for assimilating flow visualization data
M Raissi, A Yazdani, GE Karniadakis - arXiv preprint arXiv:1808.04327, 2018 - arxiv.org
We present hidden fluid mechanics (HFM), a physics informed deep learning framework
capable of encoding an important class of physical laws governing fluid motions, namely the …
capable of encoding an important class of physical laws governing fluid motions, namely the …
[HTML][HTML] Comprehensive 4D velocity mapping of the heart and great vessels by cardiovascular magnetic resonance
Background Phase contrast cardiovascular magnetic resonance (CMR) is able to measure
all three directional components of the velocities of blood flow relative to the three spatial …
all three directional components of the velocities of blood flow relative to the three spatial …
Super-resolution and denoising of 4D-flow MRI using physics-informed deep neural nets
Abstract Background and Objective: Time resolved three-dimensional phase contrast
magnetic resonance imaging (4D-Flow MRI) has been used to non-invasively measure …
magnetic resonance imaging (4D-Flow MRI) has been used to non-invasively measure …
Image-based modeling of blood flow and vessel wall dynamics: applications, methods and future directions: Sixth International Bio-Fluid Mechanics Symposium and …
CA Taylor, DA Steinman - Annals of biomedical engineering, 2010 - Springer
The objective of our session at the 2008 International Bio-Fluid Symposium and Workshop
was to review the state-of-the-art in image-based modeling of blood flow, and identify future …
was to review the state-of-the-art in image-based modeling of blood flow, and identify future …
Recent developments in modeling, imaging, and monitoring of cardiovascular diseases using machine learning
Cardiovascular diseases are the leading cause of mortality, morbidity, and hospitalization
around the world. Recent technological advances have facilitated analyzing, visualizing …
around the world. Recent technological advances have facilitated analyzing, visualizing …
Computational fluid dynamic simulation of human carotid artery bifurcation based on anatomy and volumetric blood flow rate measured with magnetic resonance …
Blood flow patterns and local hemodynamic parameters have been widely associated with
the onset and progression of atherosclerosis in the carotid artery. Assessment of these …
the onset and progression of atherosclerosis in the carotid artery. Assessment of these …
What does computational fluid dynamics tell us about intracranial aneurysms? A meta-analysis and critical review
Despite the plethora of published studies on intracranial aneurysms (IAs) hemodynamic
using computational fluid dynamics (CFD), limited progress has been made towards …
using computational fluid dynamics (CFD), limited progress has been made towards …