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

被引:93
|
作者
Khan, Latif U. [1 ]
Han, Zhu [2 ,3 ,4 ]
Saad, Walid [4 ]
Hossain, Ekram [5 ]
Guizani, Mohsen [6 ]
Hong, Choong Seon [1 ]
机构
[1] Kyung Hee Univ, Dept Comp Sci & Engn, Yongin 17104, South Korea
[2] Univ Houston, Elect & Comp Engn Dept, Houston, TX 77004 USA
[3] Univ Houston, Comp Sci Dept, Houston, TX 77004 USA
[4] Kyung Hee Univ, Dept Comp Sci & Engn, Seoul, South Korea
[5] Univ Manitoba, Dept Elect & Comp Engn, Winnipeg, MB R3T 5V6, Canada
[6] Mohamed Bin Zayed Univ Artificial Intelligence, Machine Learning Dept, Abu Dhabi, U Arab Emirates
来源
IEEE COMMUNICATIONS SURVEYS AND TUTORIALS | 2022年 / 24卷 / 04期
基金
新加坡国家研究基金会;
关键词
Digital twin; wireless system; machine learning; federated learning; virtual modeling; SOFTWARE-DEFINED NETWORKING; CONTROL PLANE; INTERNET; THINGS; OPTIMIZATION; ALLOCATION; ASSOCIATION; SCALABILITY; CONTEXT;
D O I
10.1109/COMST.2022.3198273
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
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.
引用
收藏
页码:2230 / 2254
页数:25
相关论文
共 50 条
  • [41] Digital twin challenges in biodiversity modelling
    Trantas, Athanasios
    Plug, Ruduan
    Pileggi, Paolo
    Lazovik, Elena
    ECOLOGICAL INFORMATICS, 2023, 78
  • [42] Digital Twin: Values, Challenges and Enablers From a Modeling Perspective
    Rasheed, Adil
    San, Omer
    Kvamsdal, Trond
    IEEE ACCESS, 2020, 8 : 21980 - 22012
  • [43] Overview of Digital Twin Platforms for EV Applications
    Ibrahim, Mahmoud
    Rjabtsikov, Viktor
    Gilbert, Rolando
    SENSORS, 2023, 23 (03)
  • [44] An Overview of Digital Twin Applications on Smart Agriculture
    Atalay, Manolya
    2023 INTERNATIONAL BALKAN CONFERENCE ON COMMUNICATIONS AND NETWORKING, BALKANCOM, 2023,
  • [45] Digital Twin and Cyber-Physical System Integration in Commercial Vehicles: Latest Concepts, Challenges and Opportunities
    de Oliveira, Vitor Furlan
    Matiolli, Guilherme
    Bordin Junior, Claudio Jose
    Gaspar, Ricardo
    Lins, Romulo Goncalves
    IEEE TRANSACTIONS ON INTELLIGENT VEHICLES, 2024, 9 (04): : 4804 - 4819
  • [46] A Review on Digital Twin Technology in Smart Grid, Transportation System and Smart City: Challenges and Future
    Jafari, Mina
    Kavousi-Fard, Abdollah
    Chen, Tao
    Karimi, Mazaher
    IEEE ACCESS, 2023, 11 : 17471 - 17484
  • [47] Digital Twin Satellite Networks Toward 6G: Motivations, Challenges, and Future Perspectives
    Mao, Bomin
    Zhou, Xueming
    Liu, Jiajia
    Kato, Nei
    IEEE NETWORK, 2024, 38 (01): : 54 - 60
  • [48] Agents and Digital Twins for the engineering of Cyber-Physical Systems: opportunities, and challenges
    Mariani, Stefano
    Picone, Marco
    Ricci, Alessandro
    ANNALS OF MATHEMATICS AND ARTIFICIAL INTELLIGENCE, 2024, 92 (04) : 953 - 974
  • [49] Smart Health Systems Components, Challenges, and Opportunities
    Abdeen, Mohammad A. R.
    Ahmed, Mohamed Hossam
    Seliem, Hafez
    Sheltami, Tarek Rahil
    Alghamdi, Turki M.
    IEEE CANADIAN JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING, 2022, 45 (04): : 436 - 441
  • [50] Carbon Dioxide Transport Pipeline Systems: Overview of Technical Characteristics, Safety, Integrity and Cost, and Potential Application of Digital Twin
    Sleiti, Ahmad K.
    Al-Ammari, Wahib A.
    Vesely, Ladislav
    Kapat, Jayanta S.
    JOURNAL OF ENERGY RESOURCES TECHNOLOGY-TRANSACTIONS OF THE ASME, 2022, 144 (09):