An AI-Based Transmission Power-Control Certificate Omission in Vehicular Ad-Hoc Networks

Emmanuel Charleson Dapaah, Parisa Memarmoshrefi, Dieter Hogrefe

Abstract

We propose in this work an Artificial Intelligence-based Transmission Power-Control Certificate Omission (AI-TPCO) scheme which allows vehicles to demonstrate an efficient control over communication channel load by intelligently tuning their transmission power using fuzzy logic and also reactively adapting their beacon size using NbCO strategy. Our obtained simulation results prove that our proposed AI-TPCO scheme is able to attain a steady and minimized number of CPL and NPL even as the traffic congestion situation in a vehicular environment increases and as such maximizing cooperative awareness amongst vehicles.
Document Type: 
Book Chapters
Publisher: 
Springer, Cham
Month: 
3
Year: 
2022
DOI: 
https://doi.org/10.1007/978-3-030-98005-4_13
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