6G Wireless Systems: A Vision, Architectural Elements, and Future Directions

被引:224
作者
Khan, Latif U. [1 ]
Yaqoob, Ibrar [1 ]
Imran, Muhammad [1 ,2 ]
Han, Zhu [1 ,3 ]
Hong, Choong Seon [1 ]
机构
[1] Kyung Hee Univ, Dept Comp Sci & Engn, Yongin 17104, South Korea
[2] King Saud Univ, Coll Appl Comp Sci, Riyadh 11451, Saudi Arabia
[3] Univ Houston, Elect & Comp Engn Dept, Houston, TX 77004 USA
基金
新加坡国家研究基金会;
关键词
5G mobile communication; Tutorials; Wireless networks; Machine learning; Computational modeling; 6G; 5G; Internet of Things; Internet of Everything; federated learning; meta learning; blockchain; RESEARCH ISSUES; NANO-NETWORKS; COMMUNICATION; BLOCKCHAIN; INTERNET; EDGE; 5G; REQUIREMENTS; SECURITY; THINGS;
D O I
10.1109/ACCESS.2020.3015289
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Internet of everything (IoE)-based smart services are expected to gain immense popularity in the future, which raises the need for next-generation wireless networks. Although fifth-generation (5G) networks can support various IoE services, they might not be able to completely fulfill the requirements of novel applications. Sixth-generation (6G) wireless systems are envisioned to overcome 5G network limitations. In this article, we explore recent advances made toward enabling 6G systems. We devise a taxonomy based on key enabling technologies, use cases, emerging machine learning schemes, communication technologies, networking technologies, and computing technologies. Furthermore, we identify and discuss open research challenges, such as artificial-intelligence-based adaptive transceivers, intelligent wireless energy harvesting, decentralized and secure business models, intelligent cell-less architecture, and distributed security models. We propose practical guidelines including deep Q-learning and federated learning-based transceivers, blockchain-based secure business models, homomorphic encryption, and distributed-ledger-based authentication schemes to cope with these challenges. Finally, we outline and recommend several future directions.
引用
收藏
页码:147029 / 147044
页数:16
相关论文
共 79 条
[1]   An Information Theoretical Analysis of Human Insulin-Glucose System Toward the Internet of Bio-Nano Things [J].
Abbasi, Naveed A. ;
Akan, Ozgur B. .
IEEE TRANSACTIONS ON NANOBIOSCIENCE, 2017, 16 (08) :783-791
[2]   An Energy Conserving Routing Scheme for Wireless Body Sensor Nanonetwork Communication [J].
Afsana, Fariha ;
Asif-Ur-Rahman, Md ;
Ahmed, Muhammad R. ;
Mahmud, Mufti ;
Kaiser, M. Shamim .
IEEE ACCESS, 2018, 6 :9186-9200
[3]  
Agarwal A, 2014, J MACH LEARN RES, V15, P1111
[4]   Next Generation 5G Wireless Networks: A Comprehensive Survey [J].
Agiwal, Mamta ;
Roy, Abhishek ;
Saxena, Navrati .
IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2016, 18 (03) :1617-1655
[5]   THE INTERNET OF BIO-NANOTHINGS [J].
Akyildiz, I. F. ;
Pierobon, M. ;
Balasubramaniam, S. ;
Koucheryavy, Y. .
IEEE COMMUNICATIONS MAGAZINE, 2015, 53 :32-40
[6]   6G and Beyond: The Future of Wireless Communications Systems [J].
Akyildiz, Ian F. ;
Kak, Ahan ;
Nie, Shuai .
IEEE ACCESS, 2020, 8 :133995-134030
[7]   Applications of Blockchains in the Internet of Things: A Comprehensive Survey [J].
Ali, Muhammad Salek ;
Vecchio, Massimo ;
Pincheira, Miguel ;
Dolui, Koustabh ;
Antonelli, Fabio ;
Rehmani, Mubashir Husain .
IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2019, 21 (02) :1676-1717
[8]  
Ali S., 2020, HOLOCENE HYDROCLIMAT
[9]   Blockchain in Smart Grids: A Review on Different Use Cases [J].
Alladi, Tejasvi ;
Chamola, Vinay ;
Rodrigues, Joel J. P. C. ;
Kozlov, Sergei A. .
SENSORS, 2019, 19 (22)
[10]   Sixth Generation (6G) Wireless Networks: Vision, Research Activities, Challenges and Potential Solutions [J].
Alsharif, Mohammed H. ;
Kelechi, Anabi Hilary ;
Albreem, Mahmoud A. ;
Chaudhry, Shehzad Ashraf ;
Zia, M. Sultan ;
Kim, Sunghwan .
SYMMETRY-BASEL, 2020, 12 (04)