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Traffic accidents pose a severe global public health issue, leading to 1.19 million fatalities annually, with the greatest impact on individuals aged 5 to 29 years old. This paper addresses the critical need for advanced predictive methods…

Machine Learning · Computer Science 2024-06-21 Noushin Behboudi , Sobhan Moosavi , Rajiv Ramnath

Highway work zones are critical areas where accidents frequently occur, often due to the proximity of workers to heavy machinery and ongoing traffic. With technological advancements in sensor technologies and the Internet of Things,…

Signal Processing · Electrical Eng. & Systems 2025-03-19 Ayenew Yihune Demeke , Moein Younesi Heravi , Israt Sharmin Dola , Youjin Jang , Chau Le , Inbae Jeong , Zhibin Lin , Danling Wang

With fully automated driving systems (ADS; SAE level 4) ride-hailing services expanding in the US, we are now approaching an inflection point, where the process of retrospectively evaluating ADS safety impact can start to yield…

Risky drivers account for 70% of fatal accidents in the United States. With recent advances in sensors and intelligent vehicular systems, there has been significant research on assessing driver behavior to improve driving experiences and…

Machine Learning · Computer Science 2023-08-28 Bikram Adhikari

In this study, two-state Markov switching multinomial logit models are proposed for statistical modeling of accident injury severities. These models assume Markov switching in time between two unobserved states of roadway safety. The states…

Applications · Statistics 2009-08-02 Nataliya V. Malyshkina , Fred L. Mannering

Vehicles equipped with automated driving capabilities have shown potential to improve safety and operations. Advanced driver assistance systems (ADAS) and automated driving systems (ADS) have been widely developed to support vehicular…

Applications · Statistics 2024-10-15 Shengxuan Ding , Mohamed Abdel-Aty , Natalia Barbour , Dongdong Wang , Zijin Wang , Ou Zheng

We estimate the causal effect of shared e-scooter services on traffic accidents by exploiting variation in availability of e-scooter services, induced by the staggered rollout across 93 cities in six countries. Police-reported accidents in…

Econometrics · Economics 2022-09-19 Cannon Cloud , Simon Heß , Johannes Kasinger

Influencing factors on crashes involved with autonomous vehicles (AVs) have been paid increasing attention. However, there is a lack of comparative analyses between influencing factors on crashes of AVs and human-driven vehicles. To fill…

Applications · Statistics 2022-04-11 Weixi Ren , Bo Yu , Yuren Chen , Kun Gao , Shan Bao

A collision hazard measure that has the essential characteristics to provide a measurement of safety that will be useful to AV developers, traffic infrastructure developers and managers, regulators and the public is introduced here. The…

Robotics · Computer Science 2022-05-19 Erik K. Antonsson , Ph. D. , P. E. , N. A. E

With the emergence of high-frequency connected and automated vehicle data, analysts have become able to extract useful information from them. To this end, the concept of "driving volatility" is defined and explored as deviation from the…

Applications · Statistics 2018-05-16 Mohsen Kamrani , Ramin Arvin , Asad J. Khattak

This paper investigates factors affecting injury severity of crashes involving trucks for different lighting conditions on rural and urban roadways. It uses 2009-2013 Ohio crash data from the Highway Safety Information System. The…

Applications · Statistics 2024-02-06 Majbah Uddin , Nathan Huynh

In 2015, 391,000 people were injured due to distracted driving in the US. One of the major reasons behind distracted driving is the use of cell-phones, accounting for 14% of fatal crashes. Social media applications have enabled users to…

Social and Information Networks · Computer Science 2019-12-11 Hemank Lamba , Shashank Srikanth , Dheeraj Reddy Pailla , Shwetanshu Singh , Karandeep Juneja , Ponnurangam Kumaraguru

This research aims to evaluate the performance of the rotors and study the behavior of the human driver in interacting with the rotors. In recent years, rotors have been increasingly used between countries due to their safety, capacity, and…

Machine Learning · Computer Science 2023-09-27 Tasnim M. Dwekat , Ayda A. Almsre , Huthaifa I. Ashqar

Highway traffic crashes exert a considerable impact on both transportation systems and the economy. In this context, accurate and dependable emergency responses are crucial for effective traffic management. However, the influence of crashes…

Machine Learning · Computer Science 2024-01-02 Shuang Li , Ziyuan Pu , Zhiyong Cui , Seunghyeon Lee , Xiucheng Guo , Dong Ngoduy

The need to accurately estimate the speed of road vehicles is becoming increasingly important for at least two main reasons. First, the number of speed cameras installed worldwide has been growing in recent years, as the introduction and…

Computer Vision and Pattern Recognition · Computer Science 2021-05-27 David Fernández Llorca , Antonio Hernández Martínez , Iván García Daza

As a key indicator of unsafe driving, driving volatility characterizes the variations in microscopic driving decisions. This study characterizes volatility in longitudinal and lateral driving decisions and examines the links between driving…

General Economics · Economics 2020-10-13 Behram Wali , Asad Khattak , Thomas Karnowski

Recent research has found that navigation systems usually assume that all roads are equally safe, directing drivers to dangerous routes, which led to catastrophic consequences. To address this problem, this paper aims to begin the process…

Human-Computer Interaction · Computer Science 2021-12-07 Runsheng Xu , Shibo Zhang , Yue Zhao , Peixi Xiong , Allen Yilun Lin , Brent Hecht , Jiaqi Ma

In this article we explore the data available through the Stanford Open Policing Project. The data consist of information on millions of traffic stops across close to 100 different cities and highway patrols. Using a variety of metrics, we…

Methodology · Statistics 2026-01-01 Saatvik Kher , Johanna Hardin

An accident is unexpected, unusual, unintended and identifiable external event which occurs at any place and at any time. The major concern faced by the government and traffic officials is over speeding at limited speed zones like…

Other Computer Science · Computer Science 2010-05-25 C. S. Sridhar , R. ShashiKumar , S. Madhava Kumar , Manjula Sridhar , Varun. D

Motor cars are more prevalent on the highways of major cities like Kathmandu as a result of the raging increase in urban population. As a result, the residents of this city are accustomed to experiencing frequent traffic jams. The fact that…

Physics and Society · Physics 2023-06-13 Aadarsha Bhusal , Ankit Jha , Anish Khanal , Aayush Awasthi , Aman Kumar Mahato