Classification of truck-involved crash severity: Dealing with missing, imbalanced, and high dimensional safety data

SI Mohammadpour, M Khedmati, MJH Zada - PLoS one, 2023 - journals.plos.org
While the cost of road traffic fatalities in the US surpasses $240 billion a year, the availability
of high-resolution datasets allows meticulous investigation of the contributing factors to …

Rule discovery to identify patterns contributing to overrepresentation and severity of run-off-the-road crashes

A Montella, F Mauriello, M Pernetti… - Accident Analysis & …, 2021 - Elsevier
The main objective of this paper was to analyse the roadway, environmental, and driver-
related factors associated with an overrepresentation of frequency and severity of run-off-the …

Identifying roadway departure crash patterns on rural two-lane highways under different lighting conditions: association knowledge using data mining approach

A Hossain, X Sun, S Islam, S Alam… - Journal of safety research, 2023 - Elsevier
Introduction: More than half of all fatalities on US highways occur due to roadway departure
(RwD) each year. Previous research has explored various risk factors that contribute to RwD …

Hierarchical binary logit model to compare driver injury severity in single-vehicle crash based on age-groups

C Se, T Champahom, S Jomnonkwao… - … journal of injury …, 2020 - Taylor & Francis
Most of the previous single-vehicle crash analysis studies ignored the effect of road-
segments level at higher plan that could probably be unobserved heterogeneity and vary …

[HTML][HTML] Fatal Crash Occurrence Prediction and Pattern Evaluation by Applying Machine Learning Techniques

SSB Masud, A Hossain, N Akter… - The Open …, 2024 - opentransportationjournal.com
Background Highway safety remains a significant issue, with road crashes being a leading
cause of fatalities and injuries. While several studies have been conducted on crash …

Risk factors affecting driver severity of single-vehicle run off road crash for Thailand highway

C Se, T Champahom, S Jomnonkwao… - Engineering …, 2020 - engj.org
Abstract Single-Vehicle Run Off Road (ROR) crash has been the leading crash type in terms
of frequency and severity in Thailand. In this study, multinomial logit analysis was applied to …

Examining driver injury severity in single-vehicle road departure crashes involving large trucks

M Hosseinpour, K Haleem - Transportation research record, 2021 - journals.sagepub.com
Road departure (RD) crashes are among the most severe crashes that can result in fatal or
serious injuries, especially when involving large trucks. Most previous studies neglected to …

Modeling and interpreting road geometry from a driver's perspective using variational autoencoders

F Wang, Y Chen, JS Wijnands… - Computer‐Aided Civil and …, 2020 - Wiley Online Library
Quantitative description of perspective geometries is a challenging task due to the
complexities of geometric shapes. In this paper, we address this gap by proposing a new …

Evaluation of Run-off-Road Crashes Involving Battery-Electric Vehicles

C Stolle, M Pajouh, K Pafford… - Transportation …, 2024 - journals.sagepub.com
Electric vehicles (EVs) are increasing in popularity and are among the fastest-growing
segments in new vehicle sales. Battery-electric vehicles (BEVs) are the highest-selling class …

Examination of features correlated with roadway departure crashes on rural roads

J Appiah, M Zhao - 2020 - rosap.ntl.bts.gov
Roadway departure (RD) crashes are one of the major causes of fatalities on highways.
Reducing the number and severity of RD crashes is one of the emphasis areas of the …