4.7 Article

Digital Twin of Wireless Systems: Overview, Taxonomy, Challenges, and Opportunities

Journal

IEEE COMMUNICATIONS SURVEYS AND TUTORIALS
Volume 24, Issue 4, Pages 2230-2254

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/COMST.2022.3198273

Keywords

Digital twin; wireless system; machine learning; federated learning; virtual modeling

Funding

  1. National Research Foundation of Korea (NRF) - Korea Government (Ministry of Science and ICT: MSIT) [2020R1A4A1018607]
  2. Institute of Information and Communications Technology Planning and Evaluation (IITP) - Korea Government (MSIT, Evolvable Deep Learning Model Generation Platform for Edge Computing) [2019-0-01287]
  3. IITP Grant - Korea Government (MSIT, Artificial Intelligence Innovation Hub) [2021-0-02068]

Ask authors/readers for more resources

Future wireless services will focus on improving the quality of life by enabling diverse applications through the concept of digital twins. Digital twins utilize virtual representation, security technologies, communication technologies, computing technologies, and machine learning to enable smart applications. This tutorial provides an overview of digital twins for wireless systems, including fundamental concepts, comprehensive taxonomy, and open research challenges and opportunities.
Future wireless services will focus on improving the quality of life by enabling various applications, such as extended reality, brain-computer interaction, and healthcare. These applications will have diverse performance requirements (e.g., user-defined quality of experience metrics, latency, and reliability) which will be challenging to be fulfilled by existing wireless systems. To meet the diverse requirements of the emerging applications, the concept of digital twins has been recently proposed. A digital twin uses a virtual representation along with security-related technologies (e.g., blockchain), communication technologies (e.g., 6G), computing technologies (e.g., edge computing), and machine learning, so as to enable the smart applications. In this tutorial, we present a comprehensive overview on digital twins for wireless systems. First, we present the fundamental concepts (i.e., design aspects, high-level architecture, and frameworks) of digital twins for wireless systems. Second, a comprehensive taxonomy is devised for two aspects, namely, twins for wireless and wireless for twins. For the twins for wireless aspect, we consider issues related to design of twin objects, physical devices, and interface, as well as prototyping, deployment trends, incentive mechanism, isolation of twins, and decoupling. For the wireless for twins aspect, we consider issues related to accessing twin objects, security and privacy, and air interface design are considered. Finally, open research challenges and opportunities are discussed.

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