Bayesian spatial correlation, heterogeneity and spillover effect modeling for speed mean and variance on urban road networks

Y Zhou, X Jiang, C Fu, H Liu, G Zhang - Accident Analysis & Prevention, 2022 - Elsevier
Analyzing speed mean and variance is vital to safety management in urban roadway
networks. However, modeling speed mean and variance on structured roads could be …

Who might encounter hard-braking while speeding? Analysis for regular speeders using low-frequency taxi trajectories on arterial roads and explainable AI

Y Zhou, C Fu, X Jiang, Q Yu, H Liu - Accident Analysis & Prevention, 2024 - Elsevier
Regular speeders are those who commit speeding recidivism during a period. Among their
speeding behaviors, some occurring in specific scenarios may cause more hazards to road …

Operational factor analysis of the aggressive taxi speeders using random parameters Bayesian LASSO modeling approach

Y Zhou, X Jiang, C Fu, H Liu - Accident Analysis & Prevention, 2021 - Elsevier
Partial taxi speeders are observed with both high speeding frequency and severity (range).
They thereby can be viewed as aggressive speeders whose behaviors may result in more …

Multi-dimensional unobserved heterogeneities: Modeling likelihood of speeding behaviors in different patterns for taxi speeders with mixed distributions, multivariate …

Y Zhou, C Fu, X Jiang - Analytic Methods in Accident Research, 2024 - Elsevier
Speeding behaviors can be classified into different patterns according to both speeding-
range and speeding-distance. Among the speeding patterns, some are more frequently …

Investigating road conditions of crash blackspots in Addis Ababa, Ethiopia: a random parameters negative binomial model

TB Ambo, J Ma, C Fu, EA Atumo - International Journal of …, 2024 - Taylor & Francis
Crash blackspots significantly impact and, to some extent, determines the entire road
network's safety level. Therefore, it is imperative to identify these blackspots and investigate …

Analyzing the heterogenous effects of factors on high-range speeding likelihood of taxi speeders: Does explainable deep learning provides more insights than …

Y Zhou, C Fu, X Jiang, H Liu - Accident Analysis & Prevention, 2024 - Elsevier
Abstract The random parameters Generalized Linear Model (GLM) is frequently used to
model speeding characteristics and capture the heterogenous effects of factors. However …

Research on Real-Time Anomaly Detection Method of Bus Trajectory Based on Flink

Q Zou, W Xiong, X Wang, F Qin - Electronics, 2023 - mdpi.com
Bus transportation system has become the primary mode of traffic for urban residents. Every
day, thousands of buses provide services for millions of passengers. Efficiently monitoring …

Investigating contributing factors of hard-braking events on urban road network

Y Zhou, H Liu, C Fu - Proceedings of KES-STS International Symposium, 2022 - Springer
Hard-braking constitutes a critical surrogate measure of traffic safety on urban road
networks. Efforts aiming to unveil the effects of contributing factors on the occurrence of hard …

Segment-level spatial spillover effects of exogenous characteristics of arterials on crash frequency

EA Atumo, B Zhang, H Li, X Jiang… - Transportation …, 2023 - journals.sagepub.com
Studies of spatial effects on road traffic safety are highly skewed in relation to aggregation
units. As a result, the spatial effect of road traffic crashes at segment-level aggregation is …

Spatiotemporal Distribution of Traffic Violations in a Medium-Sized City Luzhou

H Liu, Y Zhou, C Fu, Y Tan - Proceedings of KES-STS International …, 2022 - Springer
Exploring the spatial and temporal distribution of traffic violations is vital to road safety
management. This study investigated the traffic violations of illegal parking and disobeying …