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Artificial neural network for safety information dissemination in vehicle‐to‐internet networks.

Authors :
Koti, Ramesh B.
Kakkasageri, Mahabaleshwar S.
Pujar, Rajani S.
Source :
ETRI Journal; Dec2023, Vol. 45 Issue 6, p1065-1078, 14p
Publication Year :
2023

Abstract

In vehicular networks, diverse safety information can be shared among vehicles through internet connections. In vehicle‐to‐internet communications, vehicles on the road are wirelessly connected to different cloud networks, thereby accelerating safety information exchange. Onboard sensors acquire traffic‐related information, and reliable intermediate nodes and network services, such as navigational facilities, allow to transmit safety information to distant target vehicles and stations. Using vehicle‐to‐network communications, we minimize delays and achieve high accuracy through consistent connectivity links. Our proposed approach uses intermediate nodes with two‐hop separation to forward information. Target vehicle detection and routing of safety information are performed using machine learning algorithms. Compared with existing vehicle‐to‐internet solutions, our approach provides substantial improvements by reducing latency, packet drop, and overhead. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
12256463
Volume :
45
Issue :
6
Database :
Supplemental Index
Journal :
ETRI Journal
Publication Type :
Academic Journal
Accession number :
174181159
Full Text :
https://doi.org/10.4218/etrij.2022-0203