Deep learning models for traffic flow prediction in autonomous vehicles: A review, solutions, and challenges
In the last few years, there has been an exponential increase in the usage of the
autonomous vehicles across the globe. It is due to an exponential increase in the popularity …
autonomous vehicles across the globe. It is due to an exponential increase in the popularity …
Traffic flow prediction models–A review of deep learning techniques
AA Kashyap, S Raviraj, A Devarakonda… - Cogent …, 2022 - Taylor & Francis
Traffic flow prediction is an essential part of the intelligent transport system. This is the
accurate estimation of traffic flow in a given region at a particular interval of time in the future …
accurate estimation of traffic flow in a given region at a particular interval of time in the future …
TrafficBERT: Pre-trained model with large-scale data for long-range traffic flow forecasting
Traffic flow prediction has various applications such as in traffic systems and autonomous
driving. Road conditions have become increasingly complex, and this, in turn, has increased …
driving. Road conditions have become increasingly complex, and this, in turn, has increased …
Spatio-Temporal vehicle traffic flow prediction using multivariate CNN and LSTM model
Traffic congestion is a major problem in develo** and developed countries vehicle traffic
management systems. Traffic control system works based on the idea of removing …
management systems. Traffic control system works based on the idea of removing …
Short-term traffic flow prediction based on cnn-bilstm with multicomponent information
W Zhuang, Y Cao - Applied Sciences, 2022 - mdpi.com
Problem definition: The intelligent transportation system (ITS) plays a vital role in the
construction of smart cities. For the past few years, traffic flow prediction has been a hot …
construction of smart cities. For the past few years, traffic flow prediction has been a hot …
Advanced learning technologies for intelligent transportation systems: Prospects and challenges
RA Khalil, Z Safelnasr, N Yemane… - IEEE Open Journal …, 2024 - ieeexplore.ieee.org
Intelligent Transportation Systems (ITS) operate within a highly intricate and dynamic
environment characterized by complex spatial and temporal dynamics at various scales …
environment characterized by complex spatial and temporal dynamics at various scales …
[PDF][PDF] Deep learning methods in short-term traffic prediction: A survey
Deep Learning Methods in Short-Term Traffic Prediction: A Survey Page 1 139 Information
Technology and Control 2022/1/51 Deep Learning Methods in Short-Term Traffic Prediction …
Technology and Control 2022/1/51 Deep Learning Methods in Short-Term Traffic Prediction …
Forecasting traffic volume at a designated cross-section location on a freeway from large-regional toll collection data
Both road users and administrators are keen to know the traffic volume at the arbitrary point
on the road network. In China, charging systems have been fully established in closed large …
on the road network. In China, charging systems have been fully established in closed large …
Research on spatio-temporal network prediction model of parallel–series traffic flow based on Transformer and GCAT
C Zhu, C Yu, J Huo - Physica A: Statistical Mechanics and its Applications, 2023 - Elsevier
Traffic flow forecasting is critical in transportation research. However, the excessive
nonlinearity and complexity of spatial and temporal correlations in traffic flow critically restrict …
nonlinearity and complexity of spatial and temporal correlations in traffic flow critically restrict …
Traffic flow prediction based on stack autoencoder and long short-term memory network
Y Tian, C Wei, D Xu - 2020 IEEE 3rd International Conference …, 2020 - ieeexplore.ieee.org
Accurate prediction traffic flow is one of the most critical works of the intelligent transport
system (ITS). Accurate prediction results can provide better conditions for traffic guidance …
system (ITS). Accurate prediction results can provide better conditions for traffic guidance …