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Traffic prediction plays a crucial role in alleviating traffic congestion which represents a critical problem globally, resulting in negative consequences such as lost hours of additional travel time and increased fuel consumption.…

Machine Learning · Computer Science 2023-06-06 Maryam Shaygan , Collin Meese , Wanxin Li , Xiaolong Zhao , Mark Nejad

This paper proposes an event-triggered add-on safety mechanism to adjust the control parameters for timely braking in a networked vehicular system while maintaining maneuverability. Passenger vehicle maneuverability is significantly…

Systems and Control · Electrical Eng. & Systems 2019-11-22 Mohammad H. Mamduhi , Ehsan Hashemi , John S. Baras , Karl H. Johansson

Red light violation is a major cause of traffic collisions and resulting injuries and fatalities. Despite extensive prior work to reduce red light violations, they continue to be a major problem in practice, partly because existing systems…

Systems and Control · Electrical Eng. & Systems 2025-10-27 Suiyi He , Maziar Zamanpour , Jianshe Guo , Michael W. Levin , Zongxuan Sun

Real-time safety analysis has become a hot research topic as it can more accurately reveal the relationships between real-time traffic characteristics and crash occurrence, and these results could be applied to improve active traffic…

Applications · Statistics 2018-10-31 Jinghui Yuan , Mohamed Abdel-Aty , Ling Wang , Jaeyoung Lee , Rongjie Yu , Xuesong Wang

Greenhouse gas emissions have dramatically risen since the early 1900s with U.S. transportation generating 28% of U.S. emissions. As such, there is interest in reducing transportation-related emissions. Specifically, sustainability research…

Computers and Society · Computer Science 2024-01-18 Michael Villarreal , Dawei Wang , Jia Pan , Weizi Li

We introduce a counting process to model the random occurrence in time of car traffic accidents, taking into account some aspects of the self-excitation typical of this phenomenon. By combining methods from probability and differential…

Physics and Society · Physics 2025-05-19 Simone Göttlich , Thomas Schillinger , Andrea Tosin

Understanding how the causal effect of a treatment evolves over time, including the potential for waning, is important for informed decisions on treatment discontinuation or repetition. For example, waning vaccine protection influences…

Methodology · Statistics 2025-11-25 Eni Musta , Joris Mooij

More than half of all fatalities on U.S. highways occur due to roadway departure (RwD) each year. Previous research has explored various risk factors that contribute to RwD crashes, however, a comprehensive investigation considering the…

Machine Learning · Computer Science 2023-03-01 Ahmed Hossain , Xiaoduan Sun , Shahrin Islam , Shah Alam , Md Mahmud Hossain

Emergency Response Time (ERT) is crucial for urban safety, measuring cities' ability to handle medical, fire, and crime emergencies. In NYC, medical ERT increased 72% from 7.89 minutes in 2014 to 14.27 minutes in 2024, with half of delays…

Artificial Intelligence · Computer Science 2025-02-25 Haoran Su

Traffic accidents, especially at intersections, are a major road safety concern. Previous research has extensively studied intersection-related accidents, but the effect of building-induced visibility restrictions at intersections on…

Computers and Society · Computer Science 2025-03-11 Hanlin Tian , Yuxiang Feng , Wei Zhou , Anupriya , Mohammed Quddus , Yiannis Demiris , Panagiotis Angeloudis

Braess' paradox has been shown to appear rather generically in many systems of transport on networks. It is especially relevant for vehicular traffic where it shows that in certain situations building a new road in an urban or highway…

Physics and Society · Physics 2021-03-08 Stefan Bittihn , Andreas Schadschneider

Between June 2018 and December 2022, Tesla released quarterly safety reports citing average miles between crashes for Tesla vehicles. Prior to March 2021, crash rates were categorized as 1) with their SAE Level 2 automated driving system…

Computers and Society · Computer Science 2024-08-09 Noah Goodall

Sequential tropical cyclone hazards--two tropical cyclones (TCs) making landfall in the same region within a short time--are becoming increasingly likely. This study investigates situational preparedness dynamics for six sequential TC…

Physics and Society · Physics 2025-04-24 Tianle Duan , Qingchun Li , Fengxiu Zhang , Dazhi Xi , Ning Lin

Recently developed survival analysis methods improve upon existing approaches by predicting the probability of event occurrence in each of a number pre-specified (discrete) time intervals. By avoiding placing strong parametric assumptions…

Machine Learning · Statistics 2023-10-25 Jimmy Hickey , Ricardo Henao , Daniel Wojdyla , Michael Pencina , Matthew M. Engelhard

To operate in open-ended environments where humans interact in complex, diverse ways, autonomous robots must learn to predict their behaviour, especially when that behavior is potentially dangerous to other agents or to the robot. However,…

Robotics · Computer Science 2024-07-16 Divya Thuremella , Lewis Ince , Lars Kunze

This work considers the sensitivity of commute travel times in US metro areas due to potential changes in commute patterns, for example caused by events such as pandemics. Permanent shifts away from transit and carpooling can add vehicles…

Physics and Society · Physics 2023-03-03 Yue Hu , William Barbour , Kun Qian , Christian Claudel , Samitha Samaranayake , Daniel B. Work

Speeding significantly contributes to traffic accidents, posing ongoing risks despite advancements in automotive safety technologies. This study investigates how auditory alerts influence speeding behavior across different demographic…

Human-Computer Interaction · Computer Science 2024-12-13 Christian Bank Lauridsen , Mads Greve Andersen , Max-Emil Smith Thorius , Fabricio Batista Narcizo

The main question to address in this paper is to recommend optimal signal timing plans in real time under incidents by incorporating domain knowledge developed with the traffic signal timing plans tuned for possible incidents, and learning…

Signal Processing · Electrical Eng. & Systems 2020-06-16 Weiran Yao , Sean Qian

In the field of road safety, it is common to use responsibility analyses to assess the effect of a given factor on the risk of being responsible for an accident, among drivers involved in an accident only. Even if this design is now widely…

Methodology · Statistics 2018-10-16 Marine Dufournet , Emilie Lanoy , Jean-Louis Martin , Vivian Viallon

COVID-19 is affecting every social sector significantly, including human mobility and subsequently road traffic safety. In this study, we analyze the impact of the pandemic on traffic accidents using two cities, namely Los Angeles and New…

Physics and Society · Physics 2020-11-10 Lei Lin , Feng Shi , Weizi Li