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The pattern of pedestrian crashes varies greatly depending on lighting circumstances, emphasizing the need of examining pedestrian crashes in various lighting conditions. Using Louisiana pedestrian fatal and injury crash data (2010-2019),…

机器学习 · 统计学 2022-11-08 Ahmed Hossain , Xiaoduan Sun , Raju Thapa , Julius Codjoe

Automated Vehicles (AV) hold potential to reduce or eliminate human driving errors, enhance traffic safety, and support sustainable mobility. Recently, crash data has increasingly revealed that AV behavior can deviate from expected safety…

机器学习 · 计算机科学 2026-01-05 Jewel Rana Palit , Vijayalakshmi K Kumarasamy , Osama A. Osman

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…

应用统计 · 统计学 2024-02-06 Majbah Uddin , Nathan Huynh

Although intersections are the most complex parts of the roadway network, pedestrian crashes at non-intersection locations are disproportionately frequent, highlighting a serious traffic safety concern. This study investigates…

物理与社会 · 物理学 2026-05-01 Ahmed Hossain , Xiaoduan Sun , Subasish Das

Pedestrian fatalities continue to rise in the United States, driven by factors such as human distraction, increased vehicle size, and complex traffic environments. Advanced Driver Assistance Systems (ADAS) offer a promising avenue for…

计算机与社会 · 计算机科学 2025-09-03 Methusela Sulle , Judith Mwakalonge , Gurcan Comert , Saidi Siuhi , Nana Kankam Gyimah

Road accidents significantly threaten public safety and require in-depth analysis for effective prevention and mitigation strategies. This paper focuses on predicting accidents through the examination of a comprehensive traffic dataset…

计算机与社会 · 计算机科学 2025-05-13 Dominic Parosh Yamarthi , Haripriya Raman , Shamsad Parvin

Urban traffic safety is a pressing concern in modern transportation systems, especially in rapidly growing metropolitan areas where increased traffic congestion, complex road networks, and diverse driving behaviors exacerbate the risk of…

应用统计 · 统计学 2024-09-18 Xinyu Li , Dayong , Wu , Xinyue Ye , Quan Sun

Road traffic injury accounts for a substantial human and economic burden globally. Understanding risk factors contributing to fatal injuries is of paramount importance. In this study, we proposed a model that adopts a hybrid ensemble…

其他统计学 · 统计学 2020-06-12 Ali J. Ghandour , Huda Hammoud , Samar Al-Hajj

Road crashes and related forms of accidents are a common cause of injury and death among the human population. According to 2015 data from the World Health Organization, road traffic injuries resulted in approximately 1.25 million deaths…

计算机视觉与模式识别 · 计算机科学 2018-11-06 Rateb Jabbar , Khalifa Al-Khalifa , Mohamed Kharbeche , Wael Alhajyaseen , Mohsen Jafari , Shan Jiang

This study aims to explore the associations between near-crash events and road geometry and trip features by investigating a naturalistic driving dataset and a corresponding roadway inventory dataset using an association rule mining method.

机器学习 · 计算机科学 2022-01-21 Xiaoqiang Kong , Subasish Das , Hongmin Zhou , Yunlong Zhang

Understanding the factors contributing to traffic crashes and developing strategies to mitigate their severity is essential. Traditional statistical methods and machine learning models often struggle to capture the complex interactions…

机器学习 · 计算机科学 2025-05-16 Ahmed S. Abdelrahman , Mohamed Abdel-Aty , Samgyu Yang , Abdulrahman Faden

Road traffic injuries are the leading cause of death for people aged 5-29, resulting in about 1.19 million deaths each year. To reduce these fatalities, it is essential to address human errors like speeding, drunk driving, and distractions.…

计算机视觉与模式识别 · 计算机科学 2025-02-04 Walter Zimmer , Ross Greer , Xingcheng Zhou , Rui Song , Marc Pavel , Daniel Lehmberg , Ahmed Ghita , Akshay Gopalkrishnan , Mohan Trivedi , Alois Knoll

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…

机器学习 · 计算机科学 2024-01-02 Shuang Li , Ziyuan Pu , Zhiyong Cui , Seunghyeon Lee , Xiucheng Guo , Dong Ngoduy

Road traffic crashes are a significant global cause of fatalities, emphasizing the urgent need for accurate crash data to enhance prevention strategies and inform policy development. This study addresses the challenge of alcohol inference…

This paper presents crash rate benchmarks for evaluating US-based Automated Driving Systems (ADS) for multiple urban areas. The purpose of this study was to extend prior benchmarks focused only on surface streets to additionally capture…

机器人学 · 计算机科学 2025-08-28 John M. Scanlon , Timothy L McMurry , Yin-Hsiu Chen , Kristofer D. Kusano , Trent Victor

A significant number of traffic crashes are secondary crashes that occur because of an earlier incident on the road. Thus, early detection of traffic incidents is crucial for road users from safety perspectives with a potential to reduce…

计算机与社会 · 计算机科学 2026-02-10 Sudipta Roy , Samiul Hasan

Road traffic accidents are a leading cause of fatalities worldwide. In the US, human error causes 94% of crashes, resulting in excess of 7,000 pedestrian fatalities and $500 billion in costs annually. Autonomous Vehicles (AVs) with…

机器人学 · 计算机科学 2026-04-21 Shathushan Sivashangaran , Vihaan Dutta , Apoorva Khairnar , Sepideh Gohari , Azim Eskandarian

Accurately modeling crash severity on rural two-lane roads is essential for effective safety management, yet standard single level approaches often overlook unobserved heterogeneity across road segments. In this study, we analyze 19 956…

Approximately 30% of all traffic fatalities in the United States are attributed to alcohol-impaired driving. This means that, despite stringent laws against this offense in every state, the frequency of drunk driving accidents is alarming,…

机器学习 · 计算机科学 2023-11-29 Tejas Venkateswaran , Sheikh Rabiul Islam , Md Golam Moula Mehedi Hasan , Mohiuddin Ahmed

Many agencies have adopted the FHWA-recommended systemic approach to traffic safety, an essential supplement to the traditional hotspot crash analysis which develops region-wide safety projects based on identified risk factors. However,…

机器学习 · 计算机科学 2024-11-05 Shriyan Reyya , Yao Cheng
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