A comprehensive survey on spectrum sharing techniques for 5G/B5G intelligent wireless networks: Opportunities, challenges and future research directions

被引:2
|
作者
Patil, Anita [1 ]
Iyer, Sridhar [2 ]
Lopez, Onel L. A. [3 ]
Pandya, Rahul J. [4 ]
Pai, Krishna [2 ]
Kalla, Anshuman [5 ]
Kallimani, Rakhee [6 ]
机构
[1] SG Balekundri Inst Technol, Dept ECE, Belagavi 590010, Karnataka, India
[2] KLE Technol Univ Dr MSSCET, Dept ECE, Belagavi 590008, Karnataka, India
[3] Univ Oulu, Fac Informat Technol & Elect Engn, Oulu 90014, Finland
[4] Indian Inst Technol, Dept Elect Electron & Commun Engn, Dharwad 580011, Karnataka, India
[5] Uka Tarsadia Univ UTU, CGPIT, Dept Comp Engn, Bardoli 394350, Gujarat, India
[6] KLE Technol Univ Dr MSSCET, Dept EEE, Belagavi 590008, Karnataka, India
关键词
5G; Beyond 5G (B5G); Spectrum sharing; Intelligent wireless networks; Cognitive radio; AI/ML; COGNITIVE RADIO; 5G TECHNOLOGY; ACCESS; CHANNEL; MANAGEMENT; OPERATORS; MODELS; SCHEME; BOOST; MIMO;
D O I
10.1016/j.comnet.2024.110697
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The increasing popularity of the Internet of Everything and small-cell devices has enormously accelerated traffic loads. Consequently, increased bandwidth and high data rate requirements stimulate the operation at the millimeter wave and the Tera-Hertz spectrum bands in the fifth generation (5G) and beyond 5G (B5G) wireless networks. Furthermore, efficient spectrum allocation, maximizing the spectrum utilization, achieving efficient spectrum sharing (SS), and managing the spectrum to enhance the system performance remain challenging. To this end, recent studies have implemented artificial intelligence and machine learning techniques, enabling intelligent and efficient spectrum leveraging. However, despite many recent research advances focused on maximizing utilization of the spectrum bands, achieving efficient sharing, allocation, and management of the enormous available spectrum remains challenging. Therefore, the current article acquaints a comprehensive survey on intelligent SS methodologies for 5G and B5G wireless networks, considering the applications of artificial intelligence for efficient SS. Specifically, a thorough overview of SS methodologies is conferred, following which the various spectrum utilization opportunities arising from the existing SS methodologies in intelligent wireless networks are discussed. Subsequently, to highlight critical limitations of the existing methodologies, recent literature on existing SS methodologies is reviewed in detail, classifying them based on the implemented technology, i.e., cognitive radio, machine learning, blockchain, and multiple other techniques. Moreover, the related SS techniques are reviewed to highlight significant challenges in the B5G intelligent wireless network. Finally, to provide an insight into the prospective research avenues, the article is concluded by presenting several potential research directions and proposed solutions.
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页数:34
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