Applying machine learning and google street view to explore effects of drivers' visual environment on traffic safety

Q Cai, M Abdel-Aty, O Zheng, Y Wu - Transportation research part C …, 2022 - Elsevier
This study aims to explore the effects of drivers' visual environment on speeding crashes by
using different machine learning techniques. To obtain the data of drivers' visual …

Vulnerable road users' crash hotspot identification on multi-lane arterial roads using estimated exposure and considering context classification

N Mahmoud, M Abdel-Aty, Q Cai, O Zheng - Accident Analysis & Prevention, 2021 - Elsevier
This research develops safety performance functions and identifies the crash hotspots
based on estimated vulnerable road users' exposure at intersections and along the roadway …

Exploring the influence of drivers' visual surroundings on speeding behavior

M Abdel-Aty, J Ugan, Z Islam - Accident Analysis & Prevention, 2024 - Elsevier
Despite awareness campaigns and legal consequences, speeding is a significant cause of
road accidents and fatalities globally. To combat this issue, understanding the impact of a …

Analyzing the difference between operating speed and target speed using mixed-effect ordered logit model

N Mahmoud, M Abdel-Aty, Q Cai… - Transportation …, 2022 - journals.sagepub.com
Desired operating speed (target speed) plays an important role in enhancing traffic
operations and providing safe mobility to road users. Understanding the difference between …

The impact of target speed on pedestrian, bike, and speeding crash frequencies

N Mahmoud, M Abdel-Aty, A Abdelraouf - Accident Analysis & Prevention, 2023 - Elsevier
This research aims to investigate the influence of adopting the target speed concept on
different types of crashes including pedestrian, bike, and speeding-related crashes. The …

Informational characteristics of objects to the driver's perception field in urban and suburban conditions

I Lynnyk, S Chepurna, K Vakulenko… - … Conference on Smart …, 2022 - Springer
Analyzed the mathematical models of car movement according to urban space and the
human factor. Presented the mathematical model, which is considered the most productive …

Speed Limits in Texas

K Fitzpatrick, SP Venglar, S Das, MP Pratt, ES Park… - 2024 - rosap.ntl.bts.gov
Posted speed limits (PSLs) are a highly complex issue involving engineering, human
factors, and political and societal concerns. On a national level, recent research along with …

Exploring the Influence of Drivers' Visual Surroundings on Speeding Behavior

J Ugan, M Abdel-Aty, Z Islam - 2023 - researchsquare.com
Despite awareness campaigns and legal consequences, speeding is a significant cause of
road accidents and fatalities globally,. To combat this issue, understanding the impact of a …