面向非正交多址接入的智能用户聚类技术:一项调查

IF 2.3 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC EURASIP Journal on Wireless Communications and Networking Pub Date : 2024-01-24 DOI:10.1186/s13638-024-02333-z
Syed M. Hamedoon, Jawwad Nasar Chattha, Muhammad Bilal
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引用次数: 0

摘要

随着无线网络用户密度的不断增加,各种用户划分技术或算法将用户划分成更小、更易于管理的群组。非正交多址接入(NOMA)中用户分群技术的优势在于优化资源分配,提高下一代无线网络的网络性能、频谱效率和用户公平性,尤其是在用户密度高、信道条件多样化的情况下。随着用户数量的增加,网络会先创建集群,然后在这些集群内实施非正交多址接入。在本文中,我们从基于非正交多址接入的通信角度出发,对当今时代部署的各种用户聚类技术进行了整理和分类。此外,研究人员还重点介绍了一些基于不同标准部署联合资源分配和聚类优化的作品,以提高网络的整体总和速率。我们还确定了适用于多种应用的低复杂度用户聚类技术,如 5G 及更高通信网络中的物联网、无人机和可重构智能表面。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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Towards intelligent user clustering techniques for non-orthogonal multiple access: a survey

With the increasing user density of wireless networks, various user partitioning techniques or algorithms segregate users into smaller, more manageable clusters. The benefit of user clustering techniques in non-orthogonal multiple access (NOMA) is to optimize resource allocation and improve network performance, spectral efficiency, and user fairness in next-generation wireless networks, particularly in scenarios with a high density of users and diverse channel conditions. With increasing users, the network creates clusters before implementing non-orthogonal multiple access within these clusters. In this paper, we have organized and classified various user clustering techniques deployed from the perspective of NOMA-based communication in the current era. Furthermore, researchers have highlighted some works deploying joint resource allocation and clustering optimization based on various criteria to enhance the overall sum rate of the network. We also identify low-complexity user clustering techniques for multiple applications, e.g. the Internet of Things, unmanned aerial vehicles, and reconfigurable intelligent surfaces in the 5G and beyond communication networks.

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来源期刊
CiteScore
7.70
自引率
3.80%
发文量
109
审稿时长
8.0 months
期刊介绍: The overall aim of the EURASIP Journal on Wireless Communications and Networking (EURASIP JWCN) is to bring together science and applications of wireless communications and networking technologies with emphasis on signal processing techniques and tools. It is directed at both practicing engineers and academic researchers. EURASIP Journal on Wireless Communications and Networking will highlight the continued growth and new challenges in wireless technology, for both application development and basic research. Articles should emphasize original results relating to the theory and/or applications of wireless communications and networking. Review articles, especially those emphasizing multidisciplinary views of communications and networking, are also welcome. EURASIP Journal on Wireless Communications and Networking employs a paperless, electronic submission and evaluation system to promote a rapid turnaround in the peer-review process. The journal is an Open Access journal since 2004.
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