A Bayesian network based framework for real-time crash prediction on the basic freeway segments of urban expressways

M Hossain, Y Muromachi - Accident Analysis & Prevention, 2012 - Elsevier
… the current initiatives regarding predicting crash risk on urban expressways in real-… prediction
has been answered by conducting the study on a heavily instrumented urban expressway

[HTML][HTML] A real-time crash prediction model for the ramp vicinities of urban expressways

M Hossain, Y Muromachi - IATSS research, 2013 - Elsevier
… Ramp vicinities are arguably the most crash prone locations on urban expressways. There,
… force driving error which can eventually lead to a crash. If the formation of a disrupted traffic …

Crash risks evaluation of urban expressways: A case study in Shanghai

Z Cheng, J Yuan, B Yu, J Lu… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
crash risk evaluation workflow, including crash risk prediction… The crash risks of urban
expressways and their spatial-… Finally, the crash risks are classified into high crash risk level…

Real-time crash prediction in an urban expressway using disaggregated data

F Basso, LJ Basso, F Bravo, R Pezoa - Transportation research part C …, 2018 - Elsevier
… We develop accident prediction models for a stretch of the urban expressway Autopista
Central in Santiago, Chile, using disaggregate data captured by free-flow toll gates with …

Real‐time crash prediction on urban expressways: identification of key variables and a hybrid support vector machine model

J Sun, J Sun - IET intelligent transport systems, 2016 - Wiley Online Library
… The research objective of this study is to investigate the impact of the dynamic traffic flow
conditions on crash risk within the basic segments of an urban expressway. Considering the …

Predicting Real‐Time Crash Risk for Urban Expressways in China

M Liu, Y Chen - Mathematical Problems in Engineering, 2017 - Wiley Online Library
crash risk prediction model for urban expressways in China in this study. About two-year
crash data and their matching traffic sensor data from the Beijing section of Jingha expressway

Use of support vector machine models for real-time prediction of crash risk on urban expressways

J Sun, J Sun, P Chen - Transportation Research Record, 2014 - journals.sagepub.com
… to crash risk on the basic segment of an urban expressway. Four segments on Shanghai
Yan-an Expressway and three segments on Shanghai North–South Expressway were selected …

Predicting Crash Frequency for Urban Expressway considering Collision Types Using Real‐Time Traffic Data

H Zhang, S Li, C Wu, Q Zhang… - Journal of advanced …, 2020 - Wiley Online Library
crashes has been controversial. Therefore, a crash frequency predicting model for urban
expressway … The loop detector traffic data and historical crash data were aggregated based on …

Understanding crash mechanism on urban expressways using high-resolution traffic data

M Hossain, Y Muromachi - Accident Analysis & Prevention, 2013 - Elsevier
… of crashes on urban expressways is associated with high consequences. These crashes not
… We recommend building of separate crash prediction models for the proposed five locations …

Development of a real-time crash prediction model for urban expressway

M Hossain, Y Muromachi - Journal of the Eastern Asia Society for …, 2010 - jstage.jst.go.jp
urban expressways using Bayesian Network. Sixteen month (December, 2006 to March,
2008) crash … on Shinjuku 4 Tokyo Metropolitan Expressway. The model was built with 150 field …