6G Wireless Systems: A Vision, Architectural Elements, and Future Directions
【Author】 Khan, Latif U.; Yaqoob, Ibrar; Imran, Muhammad; Han, Zhu; Hong, Choong Seon
【Source】IEEE ACCESS
【影响因子】3.476
【Abstract】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.
【Keywords】5G mobile communication; Tutorials; Wireless networks; Machine learning; Computational modeling; 6G; 5G; Internet of Things; Internet of Everything; federated learning; meta learning; blockchain
【发表时间】2020
【收录时间】2022-01-02
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