Does Twinning Vehicular Networks Enhance Their Performance in Dense Areas?

Sarah Al-Shareeda, Sema F. Oktug, Yusuf Yaslan, Gokhan Yurdakul, Berk Canberk

Araştırma sonucu: Kitap/Rapor/Konferans Bildirisinde BölümKonferans katkısıbilirkişi

Özet

This paper investigates the potential of Digital Twins (DTs) to enhance network performance in densely populated urban areas, specifically focusing on vehicular networks. The study comprises two phases. In Phase I, we utilize traffic data and AI clustering to identify critical locations, particularly in crowded urban areas with high accident rates. In Phase II, we evaluate the advantages of twinning vehicular networks through three deployment scenarios: edge-based twin, cloud-based twin, and hybrid-based twin. Our analysis demonstrates that twinning significantly reduces network delays, with virtual twins outperforming physical networks. Virtual twins maintain low delays even with increased vehicle density, such as 15.05 seconds for 300 vehicles. Moreover, they exhibit faster computational speeds, with cloud-based twins being 1.7 times faster than edge twins in certain scenarios. These findings provide insights for efficient vehicular communication and underscore the potential of virtual twins in enhancing vehicular networks in crowded areas while emphasizing the importance of considering real-world factors when making deployment decisions.

Orijinal dilİngilizce
Ana bilgisayar yayını başlığı2024 IEEE 21st Consumer Communications and Networking Conference, CCNC 2024
YayınlayanInstitute of Electrical and Electronics Engineers Inc.
ISBN (Elektronik)9798350304572
DOI'lar
Yayın durumuYayınlandı - 2024
Etkinlik21st IEEE Consumer Communications and Networking Conference, CCNC 2024 - Las Vegas, United States
Süre: 6 Oca 20249 Oca 2024

Yayın serisi

AdıProceedings - IEEE Consumer Communications and Networking Conference, CCNC
ISSN (Basılı)2331-9860

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???event.eventtypes.event.conference???21st IEEE Consumer Communications and Networking Conference, CCNC 2024
Ülke/BölgeUnited States
ŞehirLas Vegas
Periyot6/01/249/01/24

Bibliyografik not

Publisher Copyright:
© 2024 IEEE.

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