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Poster: Tiny-twin: A Lightweight and Verifiable Digital Twin for NextG Cellular Networks

Published: 28 February 2024 Publication History

Abstract

The next generation of cellular networks, driven by applications like large-scale autonomy, extended reality, and IoT-based control, demands high network performance in terms of throughput, latency, and jitter, along with quick network adaptability. Developing these applications and corresponding network algorithms on commercial radio access networks (RAN) or through large-scale frameworks such as [1, 2] is often prohibitively expensive and time-consuming. Currently, the norm is to use simpler, simulated environments for initial testing, followed by real-world network evaluations. This approach simplifies testing but may not accurately capture the cellular network's complexities that can significantly impact application performance. Can we optimize both?

References

[1]
Tommaso Melodia, Stefano Basagni, Kaushik R. Chowdhury, Abhimanyu Gosain, Michele Polese, Pedram Johari, and Leonardo Bonati. Colosseum, the world's largest wireless network emulator. In Proceedings of the 27th Annual International Conference on Mobile Computing and Networking, MobiCom '21, page 860--861, 2021.
[2]
Joe Breen et al. Mobile and wireless research on the powder platform. In Proceedings of the 19th Annual International Conference on Mobile Systems, Applications, and Services, MobiSys '21, page 509--510, New York, NY, USA, 2021. Association for Computing Machinery.
[3]
Xingqin Lin, Lopamudra Kundu, Chris Dick, Emeka Obiodu, and Todd Mostak. 6g digital twin networks: From theory to practice, 2022.
[4]
Davide Villa, Miead Tehrani-Moayyed, Clifton Paul Robinson, Leonardo Bonati, Pedram Johari, Michele Polese, Stefano Basagni, and Tommaso Melodia. Colosseum as a digital twin: Bridging real-world experimentation and wireless network emulation, 2023.

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  1. Poster: Tiny-twin: A Lightweight and Verifiable Digital Twin for NextG Cellular Networks
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        cover image ACM Conferences
        HotMobile '24: Proceedings of the 25th International Workshop on Mobile Computing Systems and Applications
        February 2024
        167 pages
        ISBN:9798400704970
        DOI:10.1145/3638550
        Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the owner/author(s).

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        Publication History

        Published: 28 February 2024

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        Author Tags

        1. digital twin
        2. cellular networks
        3. multimedia applications

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        Overall Acceptance Rate 96 of 345 submissions, 28%

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