A Native Integration of Digital Twins and the AI/ML Framework in the 6G Architecture

This paper describes an immersive integration Of Digital Twins (DTs) and the native AI as a service (AIaaS) framework with the 6G network. As the paper shows, the new subsystems to be efficiently integrated need tight coupling with the new generation of mobile networks. The proposed integration introduces new system planes, the Network Information Plane and the Network Reconfiguration Plane. The first of the planes focuses on network monitoring and data analytics, whereas the second handles reconfiguration workflows in a hybrid Digital/Physical Twin environment. The services offered by both planes can be reused not only by DTs and the AIaaS framework but also for network management, orchestration and network exposure to applications and other networks in a multi-provider environment. To cope with 6G requirements, the concept proposes to use multiple, domain-based DTs, which may dynamically form a federation for end-to-end DT creation. The integration mechanism allows for easy integration of the real network and its digital twin functions - enabling a new feature deployment.

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Publication Details

Published
2024-10-15
DOI
https://doi.org/10.1109/fnwf63303.2024.11028777
Citations
1
Primary Topic
Digital Transformation in Industry
Type
article
Field-Weighted Citation Impact
0.35

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article

A Native Integration of Digital Twins and the AI/ML Framework in the 6G Architecture

Maria Christopoulou, Sławomir Kukliński, Ginés García-Avilés, Nikos Dimitriou et al.
1 citations
Digital Transformation in Industry
0.35
article

A Native Integration of Digital Twins and the AI/ML Framework in the 6G Architecture

Maria Christopoulou, Sławomir Kukliński, Ginés García-Avilés, Nikos Dimitriou, Bartłomiej Mastej, Antonio Skarmeta
article en
1 citations

Abstract

This paper describes an immersive integration Of Digital Twins (DTs) and the native AI as a service (AIaaS) framework with the 6G network. As the paper shows, the new subsystems to be efficiently integrated need tight coupling with the new generation of mobile networks. The proposed integration introduces new system planes, the Network Information Plane and the Network Reconfiguration Plane. The first of the planes focuses on network monitoring and data analytics, whereas the second handles reconfiguration workflows in a hybrid Digital/Physical Twin environment. The services offered by both planes can be reused not only by DTs and the AIaaS framework but also for network management, orchestration and network exposure to applications and other networks in a multi-provider environment. To cope with 6G requirements, the concept proposes to use multiple, domain-based DTs, which may dynamically form a federation for end-to-end DT creation. The integration mechanism allows for easy integration of the real network and its digital twin functions - enabling a new feature deployment.

Warsaw University of Technology (PL), National Centre of Scientific Research "Demokritos" (GR), i2CAT (ES), Institute of Informatics & Telecommunications, Universidad de Murcia (ES)
HORIZON EUROPE Framework Programme
Openalex Percentile: Top 30%
Digital Transformation in Industry
0.35
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