Short-term traffic flow prediction for urban road sections based on time series analysis and LSTM_BILSTM method

C Ma, G Dai, J Zhou - IEEE Transactions on Intelligent …, 2021 - ieeexplore.ieee.org
The real-time performance and accuracy of traffic flow prediction directly affect the efficiency
of traffic flow guidance systems, and traffic flow prediction is a hotspot in the field of …

Short-term traffic flow prediction method for urban road sections based on space–time analysis and GRU

G Dai, C Ma, X Xu - IEEE Access, 2019 - ieeexplore.ieee.org
Accurate short-term traffic forecasts help people choose transportation and travel time.
Through the query data, many models for traffic flow prediction have neglected the temporal …

[HTML][HTML] Road markings and signs in road safety

D Babić, D Babić, M Fiolic, M Ferko - Encyclopedia, 2022 - mdpi.com
Definition Due to the dynamic nature and complexity of road traffic, road safety is one of the
most demanding social challenges. Therefore, contemporary road safety strategies …

Driver eye movements in relation to unfamiliar traffic signs: An eye tracking study

D Babić, H Dijanić, L Jakob, D Babić… - Applied ergonomics, 2020 - Elsevier
Traffic signs are an integral part of the traffic control plan and they provide road users with
necessary information on the upcoming situation. This paper aims to examine the level of …

Effect of road markings and road signs quality on driving behaviour, driver's gaze patterns and driver's cognitive load at night-time

M Fiolić, D Babić, D Babić, S Tomasović - Transportation research part F …, 2023 - Elsevier
Night-time conditions are one of the most complex driving situations due to limited
availability of visual information in the environment and limitations to the human visual …

Random parameter probit models to analyze pedestrian red-light violations and injury severity in pedestrian–motor vehicle crashes at signalized crossings

J Wang, H Huang, P Xu, S **e… - Journal of Transportation …, 2020 - Taylor & Francis
Pedestrian red-light violations at signalized crossings are an important traffic safety concern,
particularly in densely populated cities. In this study, the authors quantitatively investigated …

A review of studying the relationship of rural road accidents with geometric design

TS Khuzan, MA Al-Jumaili - AIP Conference Proceedings, 2023 - pubs.aip.org
On our roads, tens of thousands of people are killed or injured every day. Those who walk,
bike, or ride in cars to school or to work, play in or near the streets, or go on long trips. A lot …

[HTML][HTML] Effect of road markings and traffic signs presence on young driver stress level, eye movement and behaviour in night-time conditions: a driving simulator study

D Babić, D Babić, H Cajner, A Sruk, M Fiolić - Safety, 2020 - mdpi.com
The study investigates how the presence of traffic signalling elements (road markings and
traffic signs) affects the behaviour of young drivers in night-time conditions. Statistics show …

[HTML][HTML] Influential factors associated with consecutive crash severity: A two-level logistic modeling approach

F Meng, P Xu, C Song, K Gao, Z Zhou… - International journal of …, 2020 - mdpi.com
A consecutive crash series is composed by a primary crash and one or more subsequent
secondary crashes that occur immediately within a certain distance. The crash mechanism …

A deep learning–based approach for moving vehicle counting and short-term traffic prediction from video images

Y Zheng, X Li, LC Xu, N Wen - Frontiers in Environmental Science, 2022 - frontiersin.org
The intelligent transportation system (ITS) is one of the effective solutions to the problem of
urban traffic congestion, and it is also one of the important topics of smart city construction …