Quantifying and comparing the effects of key risk factors on various types of roadway segment crashes with LightGBM and SHAP

X Wen, Y Xie, L Wu, L Jiang - Accident Analysis & Prevention, 2021 - Elsevier
… Therefore, many safety studies using ML adopted sensitivity … to roadway geometry and AADT
rather than functional class. … by severity level as in the Highway Safety Manual (eg, Chapter …

[图书][B] Highway safety analytics and modeling

D Lord, X Qin, SR Geedipally - 2021 - books.google.com
… the core research topic in road safety studies, hence showing the … undergraduate or graduate
course in highway safety. Different … Swedish Vision Zero policies for safety ea comparative

Short-term prediction of safety and operation impacts of lane changes in oscillations with empirical vehicle trajectories

M Li, Z Li, C Xu, T Liu - Accident Analysis & Prevention, 2020 - Elsevier
… of the safety level on a particular stretch of road during a … O , thus, the sensitivity of the speed
differences between adjacent … In this section the LCI was compared for the vehicle class and …

A review of surrogate safety measures and their applications in connected and automated vehicles safety modeling

C Wang, Y Xie, H Huang, P Liu - Accident Analysis & Prevention, 2021 - Elsevier
… When both road users are on a collision course, T2 is equal … to be subjective and
threshold-sensitive. On the other hand, … it to evaluate the safety of freeway entrances and …

Crash severity analysis of vulnerable road users using machine learning

MMR Komol, MM Hasan, M Elhenawy, S Yasmin… - PLoS one, 2021 - journals.plos.org
… to inform road safety countermeasure in improving VRU safety … , the difference between RF
sensitivity with KNN sensitivity … impact of individual feature classes over the change of crash …

[HTML][HTML] Machine learning applied to road safety modeling: A systematic literature review

PB Silva, M Andrade, S Ferreira - Journal of traffic and transportation …, 2020 - Elsevier
… Recall (sensitivity) measures the capacity of making a positive prediction of a class in which
the … Other models included multi-lane highways, but associated with other kinds of roadway, …

A comprehensive analysis of factors that influence interstate highway crash severity in Alabama

EK Adanu, W Agyemang, R Islam… - … Safety & Security, 2022 - Taylor & Francis
… to traffic volume and average vertical grade but less sensitive … latent class approach
identifies unobserved classes without … injury compared to crashes that occurred on dry roadway

Probability of roadside accidents for curved sections on highways

G Cheng, R Cheng, Y Pei, L Xu - Mathematical Problems in …, 2020 - Wiley Online Library
… criteria; P value criteria are sensitive to the number of data … improving roadside safety and
identifying the road conditions … The G105 is a first-class road with a design speed of 80 km/h…

Understanding speeding behavior from naturalistic driving data: Applying classification based association rule mining

X Kong, S Das, K Jha, Y Zhang - Accident Analysis & Prevention, 2020 - Elsevier
… by the Safety Pilot Model Deployment (SPMD) program and … event; c) roadway features like
functional class, access control… are normally subjective and sensitive to the correctness of the …

Comprehensive safety assessment in mixed fleets with connected and automated vehicles: A crash severity and rate evaluation of conventional vehicles

A Sinha, S Chand, KP Wijayaratna, N Virdi… - Accident Analysis & …, 2020 - Elsevier
… ) sensitivity analysis of CAV vehicle operation characteristics … , safety evaluation platform
provisioned by Federal Highway … of the fundamental behaviour of vehicle classes (CAV and MV)…