Rapid estimation of entire brain strain using deep learning models
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) …
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
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 …
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 …
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 …
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
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 …
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 …
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 …
scans. In addition, approximately 50% of concussions areunreported. The project initially …