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Real-time safety systems are crucial components of intelligent vehicles. This paper introduces a prediction-based collision risk assessment approach on highways. Given a point mass vehicle dynamics system, a stochastic forward reachable set…

Systems and Control · Electrical Eng. & Systems 2022-05-04 Xinwei Wang , Zirui Li , Javier Alonso-Mora , Meng Wang

Head motion induced by impacts has been deemed as one of the most important measures in brain injury prediction, given that the majority of brain injury metrics use head kinematics as input. Recently, researchers have focused on using fast…

Quantitative Methods · Quantitative Biology 2020-12-11 Patricio Arrue , Nima Toosizadeh , Hessam Babaee , Kaveh Laksari

Traumatic brain injuries (TBI) are considered a silent epidemic. It affects many people, from automobiles to sports to service members. In this study, we employed a musculoskeletal head-neck model to understand the effect of impact…

Tissues and Organs · Quantitative Biology 2024-12-09 Rahid Zaman , Ashfaq Adnan

Anticipating changes to vehicle interiors with future automated driving systems, the automobile industry recently has focused attention on crash response in relaxed postures with increased seatback recline. Prior research found that this…

Quantitative Methods · Quantitative Biology 2022-06-22 Sophia K. Tushak , Bronislaw D. Gepner , Jason L. Forman , Jason J. Hallman , Bengt Pipkorn , Jason R. Kerrigan

Visual estimation of heading in the human brain is widely believed to be based on instantaneous optic flow, the velocity of retinal image motion. However, we previously found that humans are unable to use instantaneous optic flow to…

Neurons and Cognition · Quantitative Biology 2022-04-28 Charlie S. Burlingham , Mengjian Hua , Oliver Xu , Kathryn Bonnen , David J. Heeger

With over 50 million car sales annually and over 1.3 million deaths every year due to motor accidents we have chosen this space. India accounts for 11 per cent of global death in road accidents. Drivers are held responsible for 78% of…

Computer Vision and Pattern Recognition · Computer Science 2022-04-08 Narayana Darapaneni , Jai Arora , MoniShankar Hazra , Naman Vig , Simrandeep Singh Gandhi , Saurabh Gupta , Anwesh Reddy Paduri

Road accidents have significant economic and societal costs, with a small number of severe accidents accounting for a large portion of these costs. Predicting accident severity can help in the proactive approach to road safety by…

Machine Learning · Computer Science 2023-10-10 Adekunle Adefabi , Somtobe Olisah , Callistus Obunadike , Oluwatosin Oyetubo , Esther Taiwo , Edward Tella

Mild traumatic brain injuries (mTBI) are a highly prevalent condition with heterogeneous outcomes between individuals. A key factor governing brain tissue deformation and the risk of mTBI is the rotational kinematics of the head.…

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. Monitoring player impacts is vitally important to understanding…

Computational Engineering, Finance, and Science · Computer Science 2022-03-21 Samuel J. Raymond , Nicholas J. Cecchi , Hossein Vahid Alizadeh , Ashlyn A. Callan , Eli Rice , Yuzhe Liu , Zhou Zhou , Michael Zeineh , David B. Camarillo

This paper aims to detect the potential injury risk of the anterior cruciate ligament (ACL) by proposing an ACL potential injury risk assessment algorithm based on key points of the human body detected using computer vision technology. To…

Computer Vision and Pattern Recognition · Computer Science 2023-05-25 Ziyu Gong , Xiong Zhao , Chen Yang

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 injury (mTBI). Even though several finite element (FE) head…

The goal of this thesis is to investigate the potential of predictive modelling for football injuries. This work was conducted in close collaboration with Tottenham Hotspurs FC (THFC), the PGA European tour and the participation of…

Applications · Statistics 2016-09-27 Stylianos Kampakis

Triathlon training, which involves high-volume swimming, cycling, and running, places athletes at substantial risk for overuse injuries due to repetitive physiological stress. Current injury prediction approaches primarily rely on training…

Machine Learning · Computer Science 2025-11-25 Leonardo Rossi , Bruno Rodrigues

It has long been suggested that neck muscle strength and anticipatory cocontraction can decrease head motions during head impacts. Here, we quantify the relative angular impulse contributions of neck soft tissue to head stabilization using…

Tissues and Organs · Quantitative Biology 2025-10-08 Calvin Kuo , Jodie Sheffels , Michael Fanton , Ina Bianca Yu , Rosa Hamalainen , David Camarillo

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 resulting from rotational head motions to estimate…

Medical Physics · Physics 2023-08-09 Yang Wan , Wenqiang Fang , Rika Wright Carlsen , Haneesh Kesari

Injuries have a great impact on professional soccer, due to their large influence on team performance and the considerable costs of rehabilitation for players. Existing studies in the literature provide just a preliminary understanding of…

Machine Learning · Statistics 2018-11-06 Alessio Rossi , Luca Pappalardo , Paolo Cintia , Marcello Iaia , Javier Fernandez , Daniel Medina

Over the past decade, the intricacies of sports-related concussions among female athletes have become readily apparent. Traditional clinical methods for diagnosing concussions suffer limitations when applied to female athletes, often…

Machine Learning · Statistics 2024-03-12 Rachel Edelstein , Sterling Gutterman , Benjamin Newman , John Darrell Van Horn

Brains and sensory systems evolved to guide motion. Central to this task is controlling the approach to stationary obstacles and detecting moving organisms. Looming has been proposed as the main monocular visual cue for detecting the…

Robotics · Computer Science 2016-09-21 Krzysztof Chalupka , Michael Dickinson , Pietro Perona

Objective: We investigated the effect of the passenger head-tilt strategy on the severity of carsickness in lateral acceleration situations in automobiles. Background: It is well known that the driver is generally less susceptible to…

Neurons and Cognition · Quantitative Biology 2015-05-01 Takahiro Wada , Hiroyuki Konno , Satoru Fujisawa , Shunichi Doi

A significant amount of people die in road accidents due to driver errors. To reduce fatalities, developing intelligent driving systems assisting drivers to identify potential risks is in an urgent need. Risky situations are generally…

Computer Vision and Pattern Recognition · Computer Science 2020-08-04 Chengxi Li , Stanley H. Chan , Yi-Ting Chen