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Traffic prediction using artificial intelligence: Review of recent advances and emerging opportunities
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 …
critical problem globally, resulting in negative consequences such as lost hours of additional …
A survey on federated learning in intelligent transportation systems
The development of Intelligent Transportation System (ITS) has brought about
comprehensive urban traffic information that not only provides convenience to urban …
comprehensive urban traffic information that not only provides convenience to urban …
Aggregated zero-knowledge proof and blockchain-empowered authentication for autonomous truck platooning
Platooning technologies enable trucks to drive cooperatively and automatically, providing
benefits including less fuel consumption, greater road capacity, and safety. To establish trust …
benefits including less fuel consumption, greater road capacity, and safety. To establish trust …
FedAGAT: Real-time traffic flow prediction based on federated community and adaptive graph attention network
Predicting traffic flow is vital for optimizing intelligent transportation systems (ITS) and
reducing congestion by forecasting traffic patterns accurately. However, current centralized …
reducing congestion by forecasting traffic patterns accurately. However, current centralized …
A Systematic Review on Blockchain-enabled Internet of Vehicles (BIoV): Challenges, Defences and Future Research Directions
In the field of vehicular communication, the Internet of Vehicles (IoV) serves as a new era
that guarantees increased connectivity, efficiency, and safety. The modern area and new …
that guarantees increased connectivity, efficiency, and safety. The modern area and new …
Adaptive traffic prediction at the its edge with online models and blockchain-based federated learning
Managing urban traffic dynamics is critical in Intelligent Transportation Systems (ITS), where
short-term traffic prediction is vital for effective congestion management and vehicle routing …
short-term traffic prediction is vital for effective congestion management and vehicle routing …
Module Lattice Based Post Quantum Secure Blockchain Empowered Authentication Framework for Autonomous Truck Platooning
D Chaudhary, P Santhi, MSP Durgarao… - IEEE …, 2024 - ieeexplore.ieee.org
Truck platooning uses networking technology and automated driving support systems to join
multiple trucks in a group. When these vehicles interact for particular journey stages, such as …
multiple trucks in a group. When these vehicles interact for particular journey stages, such as …
FedGODE: Secure traffic flow prediction based on federated learning and graph ordinary differential equation networks
Traffic flow prediction (TFP) plays a key role in optimizing intelligent transportation systems
and reducing congestion in smart cities. However, current centralized TFP systems suffer …
and reducing congestion in smart cities. However, current centralized TFP systems suffer …
Survey of federated learning models for spatial-temporal mobility applications
Federated learning involves training statistical models over edge devices such as mobile
phones such that the training data are kept local. Federated Learning (FL) can serve as an …
phones such that the training data are kept local. Federated Learning (FL) can serve as an …
B2SFL: A Bi-Level Blockchained Architecture for Secure Federated Learning-Based Traffic Prediction
Federated Learning (FL) is a privacy-preserving machine learning (ML) technology that
enables collaborative training and learning of a global ML model based on aggregating …
enables collaborative training and learning of a global ML model based on aggregating …