71 citations · 223 across the 7 of their papers we have counts for
7 papers
Physics-informed machine learning improves detection of head impacts
Samuel J. Raymond, Nicholas J. Cecchi, Hossein Vahid Alizadeh +6
In this work we present a new physics-informed machine learning model that can be used to analyze kinematic data from an instrumented mouthguard and detect impacts to the head. Mon…
Machine-learning-based head impact subtyping based on the spectral densities of the measurable head kinematics
Xianghao Zhan, Yiheng Li, Yuzhe Liu +11
Objective: Traumatic brain injury can be caused by head impacts, but many brain injury risk estimation models are not equally accurate across the variety of impacts that patients m…
Predictive Factors of Kinematics in Traumatic Brain Injury from Head Impacts Based on Statistical Interpretation
Xianghao Zhan, Yiheng Li, Yuzhe Liu +12
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…
Theoretical and numerical analysis for angular acceleration being determinant of brain strain in mTBI
Yuzhe Liu, Xianghao Zhan, August G. Domel +7
Mild traumatic brain injury (mTBI, also known as concussion) caused by the head impact is a crucial global public health problem, but the physics of mTBI is still unclear. During t…
Relationship between brain injury criteria and brain strain across different types of head impacts can be different
Xianghao Zhan, Yiheng Li, Yuzhe Liu +10
Multiple brain injury criteria (BIC) are developed to quickly quantify brain injury risks after head impacts. These BIC originated from different types of head impacts (e.g., sport…
Deep Learning Head Model for Real-time Estimation of Entire Brain Deformation in Concussion
Xianghao Zhan, Yuzhe Liu, Samuel J. Raymond +6
Objective: Many recent studies have suggested that brain deformation resulting from a head impact is linked to the corresponding clinical outcome, such as mild traumatic brain inju…
Prevention of Traumatic Brain Injury with Liquid Shock Absorption
Hossein Vahid Alizadeh, Michael G. Fanton, August G. Domel +2
The discovery that repetitive mild traumatic brain injury (mTBI) can result in chronic traumatic encephalopathy (CTE) in high risk contact sports has led to increased scrutiny of h…