Rapid estimation of entire brain strain using deep learning models

X Zhan, Y Liu, SJ Raymond… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Objective: Many recent studies suggest that brain deformation resulting from head impacts
are linked to the corresponding clinical outcome, such as mild traumatic brain injury (mTBI) …

Time window of head impact kinematics measurement for calculation of brain strain and strain rate in American football

Y Liu, AG Domel, NJ Cecchi, E Rice, AA Callan… - Annals of biomedical …, 2021 - Springer
Wearable devices have been shown to effectively measure the head's movement during
impacts in sports like American football. When a head impact occurs, the device is triggered …

The relationship between brain injury criteria and brain strain across different types of head impacts can be different

X Zhan, Y Li, Y Liu, AG Domel… - Journal of the …, 2021 - royalsocietypublishing.org
Multiple brain injury criteria (BIC) are developed to quickly quantify brain injury risks after
head impacts. These BIC originated from different head impact types (eg sports and car …

Predictive factors of kinematics in traumatic brain injury from head impacts based on statistical interpretation

X Zhan, Y Li, Y Liu, AG Domel, HV Alizadeh… - Annals of biomedical …, 2021 - Springer
Brain tissue deformation resulting from head impacts is primarily caused by rotation and can
lead to traumatic brain injury. To quantify brain injury risk based on measurements of …

[HTML][HTML] Modal analysis of computational human brain dynamics during helmeted impacts

F Rezayaraghi, J Abderezaei, E Ozkaya, D Stein… - Brain Multiphysics, 2023 - Elsevier
Sports-related mild traumatic brain injury (mTBI) is a growing public health concern, affecting
millions in the US, annually. Current helmets are primarily designed to mitigate head …

Position-based assessment of head impact frequency, severity, type, and location in high school American football

A Bagherian, A Abbasi Ghiri, M Ramzanpour… - … in Bioengineering and …, 2025 - frontiersin.org
Introduction Research on head impact characteristics, especially position-specific
investigations in football, has predominantly focused on collegiate and professional levels …

The Impact of Drop Test Conditions on Brain Strain Location and Severity: A Novel Approach Using a Deep Learning Model

G Stilwell, D Stitt, K Alexander, N Draper… - Annals of Biomedical …, 2024 - Springer
In contact sports such as rugby, players are at risk of sustaining traumatic brain injuries (TBI)
due to high-intensity head impacts that generate high linear and rotational accelerations of …

[HTML][HTML] Stirred Not Shaken: A Longitudinal Pilot Study of Head Kinematics and Cognitive Changes in Horseracing

E Edwards, B Bond, TP Holsgrove, J Hill, R Baker… - Vibration, 2024 - mdpi.com
The purpose of this longitudinal pilot study was to add to the body of research relating to
head kinematics/vibration in sport and their potential to cause short-term alterations in brain …

Kinematics clustering enables head impact subtyping for better traumatic brain injury prediction

X Zhan, Y Li, Y Liu, NJ Cecchi, O Gevaert… - arXiv preprint arXiv …, 2021 - arxiv.org
Traumatic brain injury can be caused by various types of head impacts. However, due to
different kinematic characteristics, many brain injury risk estimation models are not …

A Biomimetic Study of Brain Concussion

Q Wang - 2024 - search.proquest.com
This dissertation reflects the culmination of my studies at Villanova University, guided by the
invaluable support of my advisor, Dr. Qianhong Wu. I am profoundly grateful for his patient …