A machine learning system for routing decision-making in urban vehicular ad hoc networks

WK Lai, MT Lin, YH Yang - International Journal of …, 2015 - journals.sagepub.com
In vehicular ad hoc networks (VANETs), network topology and communication links
frequently change due to the high mobility of vehicles. Key challenges include how to …

A multimetric predictive ANN-based routing protocol for vehicular ad hoc networks

LL Cárdenas, AM Mezher, PAB Bautista… - IEEE …, 2021 - ieeexplore.ieee.org
Vehicular networks support intelligent transportation system (ITS) to improve drivers' safety
and traffic efficiency on the road by exchanging traffic-related information between vehicles …

Routing using reinforcement learning in vehicular ad hoc networks

M Saravanan, P Ganeshkumar - Computational Intelligence, 2020 - Wiley Online Library
In vehicular ad hoc networks (VANETs), the frequent change in vehicle mobility creates
dynamic changes in communication link and topology of the network. Hence, the key …

Toward practical and intelligent routing in vehicular ad hoc networks

C Wu, Y Ji, F Liu, S Ohzahata… - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
Apart from vehicle mobility, data rate (bit rate) and multihop data transmission efficiency
(including route length) have a significant impact on the performance of a routing protocol for …

Machine Learning based Routing approach and Resource Management in Vehicular Adhoc Networks

MV Gudur, M Saravanan… - … on Recent Trends in …, 2023 - ieeexplore.ieee.org
Vehicular Adhoc Network (VANET) is one of the innovative research areas in Adhoc network
that establishes communication between participating nodes with help of inter-mediate node …

ACAR: Adaptive connectivity aware routing for vehicular ad hoc networks in city scenarios

Q Yang, A Lim, S Li, J Fang, P Agrawal - Mobile Networks and Applications, 2010 - Springer
Multi-hop vehicle-to-vehicle communication is useful for supporting many vehicular
applications that provide drivers with safety and convenience. Developing multi-hop …

GyTAR: improved greedy traffic aware routing protocol for vehicular ad hoc networks in city environments

M Jerbi, R Meraihi, SM Senouci… - Proceedings of the 3rd …, 2006 - dl.acm.org
The fundamental component for the success of VANET (Vehicular Ad hoc NETworks)
applications is routing since it must efficiently handle rapid topology changes and …

A road network connectivity aware routing protocol for Vehicular Ad Hoc Networks

H Qin, C Yu - 2017 IEEE International conference on vehicular …, 2017 - ieeexplore.ieee.org
Whether the routing protocol for Vehicular Ad Hoc Networks can real-time perceive the
connectivity change of the road or not is one of the key factors to evaluate its routing …

Intersection-based V2X routing via reinforcement learning in vehicular ad hoc networks

L Luo, L Sheng, H Yu, G Sun - IEEE Transactions on Intelligent …, 2021 - ieeexplore.ieee.org
With the rapid development of the Internet of vehicles (IoV), routing in vehicular ad hoc
networks (VANETs) has become a popular research topic. Due to the features of the …

RSU-assisted traffic-aware routing based on reinforcement learning for urban vanets

J Wu, M Fang, H Li, X Li - IEEE Access, 2020 - ieeexplore.ieee.org
In urban vehicular ad hoc networks (VANETs), the high mobility of vehicles along street
roads poses daunting challenges to routing protocols and has a great impact on network …