DTMR: A decision tree-based multimetric routing protocol for vehicular ad hoc networks

L Lemus Cárdenas, AM Mezher… - Proceedings of the 18th …, 2021 - dl.acm.org
The emerging application of machine learning (ML) in different areas and the good results
obtained have motivated its inclusion in the intelligent transport system (ITS) with smart cities …

GraTree: A gradient boosting decision tree based multimetric routing protocol for vehicular ad hoc networks

LL Cárdenas, JPA León, AM Mezher - Ad Hoc Networks, 2022 - Elsevier
Abstract The Intelligent Transport System (ITS) is increasingly becoming a reality thanks to
the incorporation of modern vehicles that, together with artificial intelligence techniques, can …

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 …

A probability-based multimetric routing protocol for vehicular ad hoc networks in urban scenarios

LL Cárdenas, AM Mezher, PAB Bautista… - IEEE …, 2019 - ieeexplore.ieee.org
Vehicular Ad hoc Networks have received considerable attention in recent years and are
considered as one of the most promising ad-hoc network technologies for intelligent …

Survey on routing protocols for vehicular ad hoc networks based on multimetrics

C Tripp-Barba, A Zaldívar-Colado, L Urquiza-Aguiar… - Electronics, 2019 - mdpi.com
In the last few years, many routing protocols have been proposed for vehicular ad hoc
networks (VANETs) because of their specific characteristics. Protocols that use several …

Enhancement of vehicular ad hoc networks using machine learning-based prediction methods

LL Cárdenas - 2020 - dialnet.unirioja.es
Society is aware that the ecological predation of the planet is due to human activity.
Therefore, it is necessary to carry out actions to reverse this damage. Besides, the trend of …

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, map-aware routing protocol for VANETs in urban areas

C Tripp-Barba, L Urquiza-Aguiar, MA Igartua… - Sensors, 2014 - mdpi.com
In recent years, the general interest in routing for vehicular ad hoc networks (VANETs) has
increased notably. Many proposals have been presented to improve the behavior of the …

Multi-metric geographic routing for vehicular ad hoc networks

AN Hassan, AH Abdullah, O Kaiwartya, Y Cao… - Wireless …, 2018 - Springer
Maintaining durable connectivity during data forwarding in Vehicular Ad hoc Networks has
witnessed significant attention in the past few decades with the aim of supporting most …

A SPEA-based multimetric routing protocol for intelligent transportation systems

C Ghorai, S Shakhari, I Banerjee - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
For efficient communication among vehicles or infrastructure, an effective routing protocol for
Intelligent Transportation Systems is profoundly required. Because of high mobility and …