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Local and Global Effects of Inertial Force Components Producing Brain Strain During Head Impacts
Traumatic brain injury (TBI) is a brain dysfunction caused by an external mechanical force and is a leading cause of disability …
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创伤性脑损伤研究的人类头部有限元模型研究进展
……中文摘要……
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AI-based identification of head impact locations, speeds, and force based on head kinematics simulations
Objective: With the development of wearable sensors, head kinematics data have become widely available. However, key impact …
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Differences between two maximal principal strain rate calculation schemes in traumatic brain analysis with in-vivo and in-silico datasets
Brain deformation caused by a head impact leads to traumatic brain injury (TBI). The maximum principal strain (MPS) was used to measure …
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AI-Based Denoising of Head Impact Kinematics Measurements With Convolutional Neural Network for Traumatic Brain Injury Prediction
Wearable devices used for measuring head impact kinematics are inherently noisy due to imperfect coupling with the human body. This …
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Brain Deformation Estimation With Transfer Learning for Head Impact Datasets Across Impact Types
Objective: The machine-learning head model (MLHM) to accelerate the calculation of brain strain and strain rate, which are the …
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Adaptive Machine Learning Head Model Across Different Head Impact Types Using Unsupervised Domain Adaptation and Generative Adversarial Networks
Machine-learning head models (MLHMs) have shown promise in estimating traumatic brain injury (TBI)-related brain deformation from head …
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Finite element evaluation of an American football helmet featuring liquid shock absorbers for protecting against concussive and subconcussive head impacts
This study develops and evaluates a finite element (FE) model of an American football helmet incorporating 21 liquid shock absorbers …
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Machine-learning-based head impact subtyping based on the spectral densities of the measurable head kinematics
This study investigates the spectral characteristics of head kinematics across different types of head impacts using a …
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Piecewise Multivariate Linearity Between Kinematic Features and Cumulative Strain Damage Measure (CSDM) Across Different Types of Head Impacts
Building on previous findings that no single global linear model can describe the relationship between brain strain and kinematic …
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