语义辅助混合 NOMA 中模式切换和功率适应的联合优化

IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Open Journal of the Communications Society Pub Date : 2024-08-02 DOI:10.1109/OJCOMS.2024.3437357
Wenqian Tang;Ronghua Liu;Qiang Li;Zian Meng;Ashish Pandharipande;Xiaohu Ge
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引用次数: 0

摘要

本文研究了一种语义辅助混合非正交多址接入(NOMA),在这种接入中,次远用户(F-user)希望与主近用户(N-user)在同一频段同时向一个共同接入点传输信号。为了同时利用语义通信(SemCom)和传统比特通信(BitCom)的优势,建议在 F 用户处进行 SemCom/BitCom 模式切换,以适应信道的不同衰减状态。在此基础上,为了优化 F 用户的性能,同时为主要 N 用户提供足够的保护,提出了一个优化问题,即在 N 用户瞬时比特率约束条件下,最大化 F 用户的遍历语义速率。这个问题是非凸的,需要在不同衰减状态下对 SemCom/BitCom 模式切换和功率适应进行联合设计。为了提供深入见解,首先证明了所提出的问题满足分时条件,表明存在一个与原始问题具有零对偶差距的对偶问题。然后提出了一种拉格朗日子梯度算法来求解对偶问题。仿真结果表明,在所提出的语义辅助混合 NOMA 中,在满足 N 用户瞬时比特率要求的同时,还能显著提高 F 用户的性能。此外,通过适应不同的衰减状态,所提出的 SemCom/BitCom 联合模式切换和功率适应方案的性能优于 BitCom 和 SemCom。
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Joint Optimization on Mode Switching and Power Adaptation in Semantic-Assisted Hybrid NOMA
In this paper, a semantic-assisted hybrid non-orthogonal multiple access (NOMA) is investigated, in which a secondary far user (F-user) wishes to transmit to a common access point simultaneously with a primary near user (N-user) in the same frequency band. In order to take advantages of both semantic communication (SemCom) and traditional bit communication (BitCom), a SemCom/BitCom mode switching is proposed at the F-user, by adapting to the varying fading states of the channel. On this basis, in order to optimize the performance of F-user while providing adequate protection to the primary N-user, an optimization problem of maximizing the ergodic semantic rate of F-user is formulated, subject to an instantaneous bit rate constraint of N-user. This problem is non-convex and requires a joint design on the SemCom/BitCom mode switching and power adaptation over different fading states. To provide insights, it is first proved that the formulated problem satisfies the time-sharing condition, indicating that there exists a dual problem with zero duality gap to the original problem. A Lagrangian Sub-Gradient Algorithm is then proposed to solve the dual problem. Simulation results demonstrate that in the proposed semantic-assisted hybrid NOMA, significant performance improvement can be achieved for the F-user while meeting the instantaneous bit rate requirement of N-user. Furthermore, by adapting to the varying fading states, the proposed joint SemCom/BitCom mode switching and power adaptation scheme outperforms both BitCom and SemCom.
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来源期刊
CiteScore
13.70
自引率
3.80%
发文量
94
审稿时长
10 weeks
期刊介绍: The IEEE Open Journal of the Communications Society (OJ-COMS) is an open access, all-electronic journal that publishes original high-quality manuscripts on advances in the state of the art of telecommunications systems and networks. The papers in IEEE OJ-COMS are included in Scopus. Submissions reporting new theoretical findings (including novel methods, concepts, and studies) and practical contributions (including experiments and development of prototypes) are welcome. Additionally, survey and tutorial articles are considered. The IEEE OJCOMS received its debut impact factor of 7.9 according to the Journal Citation Reports (JCR) 2023. The IEEE Open Journal of the Communications Society covers science, technology, applications and standards for information organization, collection and transfer using electronic, optical and wireless channels and networks. Some specific areas covered include: Systems and network architecture, control and management Protocols, software, and middleware Quality of service, reliability, and security Modulation, detection, coding, and signaling Switching and routing Mobile and portable communications Terminals and other end-user devices Networks for content distribution and distributed computing Communications-based distributed resources control.
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