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 …

Applying physics-based loss functions to neural networks for improved generalizability in mechanics problems

SJ Raymond, DB Camarillo - arXiv preprint arXiv:2105.00075, 2021 - arxiv.org
Physics-Informed Machine Learning (PIML) has gained momentum in the last 5 years with
scientists and researchers aiming to utilize the benefits afforded by advances in machine …

Numerical investigation of the rider's head injury in typical single-electric self-balancing scooter accident scenarios

F Wang, J Huang, L Hu, S Hu… - Journal of the …, 2022 - royalsocietypublishing.org
As the use of electric self-balancing scooters (ESSs) increases, so does the number of
related traffic accidents. Because of the special control method, mechanical structure and …

A finite rotation, small strain 2D elastic head model, with applications in mild traumatic brain injury

Y Wan, W Fang, RW Carlsen, H Kesari - … of the Mechanics and Physics of …, 2023 - Elsevier
Rotational head motions have been shown to play a key role in traumatic brain injury. There
is great interest in developing methods to rapidly predict brain tissue strains and strain rates …

An Initial Assessment of Head Acceleration Events in Rugby League using Instrumented Mouthguards and Qualitative Video Analysis

JA Tooby - 2021 - etheses.whiterose.ac.uk
There is a growing concern that the long-term effects potentially associated with contact
sport are not only caused by concussions, but by the accumulation of subconcussive …

Biomechanics of Head Impacts in an Unhelmeted Sport

S Tiernan - 2021 - arrow.tudublin.ie
Concussion in sport is very common and often the injury is undetectable using CT and MRI
scans. In addition, approximately 50% of concussions areunreported. The project initially …