A review of the effect of traffic and weather characteristics on road safety

A Theofilatos, G Yannis - Accident Analysis & Prevention, 2014 - Elsevier
Taking into consideration the increasing availability of real-time traffic data and stimulated by
the importance of proactive safety management, this paper attempts to provide a review of …

The statistical analysis of highway crash-injury severities: A review and assessment of methodological alternatives

PT Savolainen, FL Mannering, D Lord… - Accident Analysis & …, 2011 - Elsevier
Reducing the severity of injuries resulting from motor-vehicle crashes has long been a
primary emphasis of highway agencies and motor-vehicle manufacturers. While progress …

Analytic methods in accident research: Methodological frontier and future directions

FL Mannering, CR Bhat - Analytic methods in accident research, 2014 - Elsevier
The analysis of highway-crash data has long been used as a basis for influencing highway
and vehicle designs, as well as directing and implementing a wide variety of regulatory …

Analysis of accident injury-severities using a correlated random parameters ordered probit approach with time variant covariates

G Fountas, PC Anastasopoulos, M Abdel-Aty - Analytic methods in accident …, 2018 - Elsevier
This paper employs a correlated random parameters ordered probit modeling framework to
explore time-variant and time-invariant factors affecting injury-severity outcomes in single …

Diagnostic analysis of the effects of weather condition on pedestrian crash severity

X Zhai, H Huang, NN Sze, Z Song, KK Hon - Accident Analysis & Prevention, 2019 - Elsevier
Pedestrians are vulnerable to severe injury and mortality in road crashes. Numerous studies
have attempted to identify factors contributing to crashes and pedestrian injury risks. As an …

Incorporating real-time traffic and weather data to explore road accident likelihood and severity in urban arterials

A Theofilatos - Journal of safety research, 2017 - Elsevier
Introduction The effective treatment of road accidents and thus the enhancement of road
safety is a major concern to societies due to the losses in human lives and the economic and …

Comparing machine learning and deep learning methods for real-time crash prediction

A Theofilatos, C Chen… - Transportation research …, 2019 - journals.sagepub.com
Although there are numerous studies examining the impact of real-time traffic and weather
parameters on crash occurrence on freeways, to the best of the authors' knowledge there …

Real-time crash prediction models: State-of-the-art, design pathways and ubiquitous requirements

M Hossain, M Abdel-Aty, MA Quddus… - Accident Analysis & …, 2019 - Elsevier
Proactive traffic safety management systems can monitor traffic conditions in real-time,
identify the formation of unsafe traffic dynamics, and implement suitable interventions to …

Predicting crash likelihood and severity on freeways with real-time loop detector data

C Xu, AP Tarko, W Wang, P Liu - Accident Analysis & Prevention, 2013 - Elsevier
Real-time crash risk prediction using traffic data collected from loop detector stations is
useful in dynamic safety management systems aimed at improving traffic safety through …

The effects of road-surface conditions, age, and gender on driver-injury severities

A Morgan, FL Mannering - Accident Analysis & Prevention, 2011 - Elsevier
Drivers' adaptation to weather-induced changes in roadway-surface conditions is a complex
process that can potentially be influenced by many factors including age and gender. Using …