On-field deployment and validation for wearable devices

C Kuo, D Patton, T Rooks, G Tierney… - Annals of biomedical …, 2022 - Springer
Wearable sensors are an important tool in the study of head acceleration events and head
impact injuries in sporting and military activities. Recent advances in sensor technology …

Detection of American football head impacts using biomechanical features and support vector machine classification

LC Wu, C Kuo, J Loza, M Kurt, K Laksari, LZ Yanez… - Scientific reports, 2017 - nature.com
Accumulation of head impacts may contribute to acute and long-term brain trauma.
Wearable sensors can measure impact exposure, yet current sensors do not have validated …

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 …

Modeling the mechanics of axonal fiber tracts using the embedded finite element method

HT Garimella, RH Kraft - International journal for numerical …, 2017 - Wiley Online Library
A subject‐specific human head finite element model with embedded axonal fiber
tractography obtained from diffusion tensor imaging was developed. The axonal fiber …

A new open-access platform for measuring and sharing mTBI data

AG Domel, SJ Raymond, C Giordano, Y Liu… - Scientific reports, 2021 - nature.com
Despite numerous research efforts, the precise mechanisms of concussion have yet to be
fully uncovered. Clinical studies on high-risk populations, such as contact sports athletes …

Structural constitutive models for soft biological tissues and biomaterials: the role of mechanical interactions

S Motiwale, MS Sacks - Mechanics of Soft Materials, 2025 - Springer
In this review, we explore the development of the structural constitutive models for soft
biological tissues and biomaterials, focusing on the role of mechanical interactions. Soft …

A neural network for the detection of soccer headers from wearable sensor data

J Kern, T Lober, J Hermsdörfer, S Endo - Scientific Reports, 2022 - nature.com
To investigate the proposed association between soccer heading and deleterious brain
changes, an accurate quantification of heading exposure is crucial. While wearable sensors …

Machine learning classification of head impact sensor data

TF Rooks, AS Dargie… - ASME …, 2019 - asmedigitalcollection.asme.org
A shortcoming of using environmental sensors for the surveillance of potentially concussive
events is substantial uncertainty regarding whether the event was caused by head …

ANN Based Alarming of Multi Model Urban Emergency Events In Crowdsourcing to Social Media

S Aishwariya Meena, DD Shanthi - Proceedings of the International …, 2017 - papers.ssrn.com
An urban emergency event is a sudden, urgent, usually unexpected incident or occurrence
that requires an immediate reaction or assistance for emergency situations faced by social …