Physics-informed neural networks (PINNs) for fluid mechanics: A review

S Cai, Z Mao, Z Wang, M Yin, GE Karniadakis - Acta Mechanica Sinica, 2021‏ - Springer
Despite the significant progress over the last 50 years in simulating flow problems using
numerical discretization of the Navier–Stokes equations (NSE), we still cannot incorporate …

Trauma-induced coagulopathy

EE Moore, HB Moore, LZ Kornblith, MD Neal… - Nature Reviews …, 2021‏ - nature.com
Uncontrolled haemorrhage is a major preventable cause of death in patients with traumatic
injury. Trauma-induced coagulopathy (TIC) describes abnormal coagulation processes that …

Non-invasive inference of thrombus material properties with physics-informed neural networks

M Yin, X Zheng, JD Humphrey… - Computer Methods in …, 2021‏ - Elsevier
We employ physics-informed neural networks (PINNs) to infer properties of biological
materials using synthetic data. In particular, we successfully apply PINNs to extract the …

Fluid mechanics of blood clot formation

AL Fogelson, KB Neeves - Annual review of fluid mechanics, 2015‏ - annualreviews.org
Intravascular blood clots form in an environment in which hydrodynamic forces dominate
and in which fluid-mediated transport is the primary means of moving material. The clotting …

Procoagulant activity in hemostasis and thrombosis: Virchow's triad revisited

AS Wolberg, MM Aleman, K Leiderman… - Anesthesia & …, 2012‏ - journals.lww.com
Virchow's triad is traditionally invoked to explain pathophysiologic mechanisms leading to
thrombosis, alleging concerted roles for abnormalities in blood composition, vessel wall …

Methods of blood flow modelling

N Bessonov, A Sequeira, S Simakov… - … modelling of natural …, 2016‏ - mmnp-journal.org
This review is devoted to recent developments in blood flow modelling. It begins with the
discussion of blood rheology and its non-Newtonian properties. After that we will present …

The use of computational fluid dynamics in the development of ventricular assist devices

KH Fraser, ME Taskin, BP Griffith, ZJ Wu - Medical engineering & physics, 2011‏ - Elsevier
Progress in the field of prosthetic cardiovascular devices has significantly contributed to the
rapid advancements in cardiac therapy during the last four decades. The concept of …

Grow with the flow: a spatial–temporal model of platelet deposition and blood coagulation under flow

K Leiderman, AL Fogelson - … medicine and biology: a journal of …, 2011‏ - academic.oup.com
The body's response to vascular injury involves two intertwined processes: platelet
aggregation and coagulation. Platelet aggregation is a predominantly physical process …

Multi-scale modelling and simulation in systems biology

JO Dada, P Mendes - Integrative Biology, 2011‏ - academic.oup.com
The aim of systems biology is to describe and understand biology at a global scale where
biological functions are recognised as a result of complex mechanisms that happen at …

A general shear-dependent model for thrombus formation

A Yazdani, H Li, JD Humphrey… - PLoS computational …, 2017‏ - journals.plos.org
Modeling the transport, activation, and adhesion of platelets is crucial in predicting thrombus
formation and growth following a thrombotic event in normal or pathological conditions. We …