Traffic prediction using artificial intelligence: Review of recent advances and emerging opportunities

M Shaygan, C Meese, W Li, XG Zhao… - … research part C: emerging …, 2022 - Elsevier
Traffic prediction plays a crucial role in alleviating traffic congestion which represents a
critical problem globally, resulting in negative consequences such as lost hours of additional …

A survey of traffic prediction: from spatio-temporal data to intelligent transportation

H Yuan, G Li - Data Science and Engineering, 2021 - Springer
Intelligent transportation (eg, intelligent traffic light) makes our travel more convenient and
efficient. With the development of mobile Internet and position technologies, it is reasonable …

Sensing data supported traffic flow prediction via denoising schemes and ANN: A comparison

X Chen, S Wu, C Shi, Y Huang, Y Yang… - IEEE Sensors …, 2020 - ieeexplore.ieee.org
Short-term traffic flow prediction plays a key role of Intelligent Transportation System (ITS),
which supports traffic planning, traffic management and control, roadway safety evaluation …

A temporal fusion transformer for short-term freeway traffic speed multistep prediction

H Zhang, Y Zou, X Yang, H Yang - Neurocomputing, 2022 - Elsevier
Accurate short-term freeway speed prediction is a key component for intelligent
transportation management and can help travelers plan travel routes. However, very few …

A novel STFSA-CNN-GRU hybrid model for short-term traffic speed prediction

C Ma, Y Zhao, G Dai, X Xu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Short-term traffic speed prediction is fundamental to intelligent transportation systems (ITS),
and the accuracy of the model largely determines the performance of real-time traffic control …

Deep learning for road traffic forecasting: Does it make a difference?

EL Manibardo, I Laña, J Del Ser - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Deep Learning methods have been proven to be flexible to model complex phenomena.
This has also been the case of Intelligent Transportation Systems, in which several areas …

Exploring the impact of climate and extreme weather on fatal traffic accidents

Y Zou, Y Zhang, K Cheng - Sustainability, 2021 - mdpi.com
Climate change and the extreme weather have a negative impact on road traffic safety,
resulting in severe road traffic accidents. In this study, a negative binomial model and a log …

Application of the bayesian model averaging in analyzing freeway traffic incident clearance time for emergency management

Y Zou, B Lin, X Yang, L Wu… - Journal of advanced …, 2021 - Wiley Online Library
Identifying the influential factors in incident duration is important for traffic management
agency to mitigate the impact of traffic incidents on freeway operation. Previous studies have …

Expressway speed prediction based on electronic toll collection data

F Zou, Q Ren, J Tian, F Guo, S Huang, L Liao, J Wu - Electronics, 2022 - mdpi.com
Expressway section speed can visually reflect the section operation condition, and accurate
short time section speed prediction has a wide range of applications in path planning and …

Short-term freeway traffic speed multistep prediction using an iTransformer model

Y Zou, Y Chen, Y Xu, H Zhang, S Zhang - Physica A: Statistical Mechanics …, 2024 - Elsevier
Accurate prediction of the freeway traffic speed is important for enhancing intelligent
transportation management and assisting with route planning. Current traffic speed …