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
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