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 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 …

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 …

Towards optimal tuned machine learning techniques based vehicular traffic prediction for real roads scenarios

R Qaddoura, MB Younes, A Boukerche - Ad Hoc Networks, 2024 - Elsevier
Smart cities have been widely investigated, and several algorithms, techniques, and
protocols have recently been developed to serve smart city environments. Intelligent traffic …

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 …

[PDF][PDF] Machine learning approach for transportation services using vehicular ad hoc network

SR Patel, M Ajmeri - Int J Trend Innov Res (IJTIIR), 2020 - ijtiir.com
Vehicular networks are very likely to become the most pervasive and applicable of mobile
ad hoc networks in this decade. Vehicular ad-hoc networking is an emerging technology for …

Exploring Prediction Strategies in Vehicular Networks Through Machine Learning Techniques and Hybrid Intelligence

M Sangaré - 2022 - hal.science
Accidents on the road are one of the serious problems facing countries around the world.
The damage that they cause ranges from severe injuries, considerable economic loss to …

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 …

[PDF][PDF] Packet routing schemes in vehicular ad hoc networks

SC Lo, WK Lu - Journal of Internet Technology, 2011 - csie.ndhu.edu.tw
Abstract Intelligent Transportation Systems (ITSs) integrate advanced computer,
communication, and sensing technologies to provide efficient traffic management. Vehicular …

Metrics for Vehicle Density in Urban Environment

T Nebbou, H Fouchal, M Lehsaini - GLOBECOM 2017-2017 …, 2017 - ieeexplore.ieee.org
Vehicular Ad Hoc Networks (VANETs) have received a great interest either form academia
and from industry since a decade because of their potential for Cooperative-Intelligent …