UAV-Assisted Data Collection System Based on Rate-Splitting Multiple Access

IF 5.1 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS
Zhongyu Wang;Zhiming Liu;Yijie Mao;Jie Zeng;Tiejun Lv
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引用次数: 0

Abstract

This letter investigates an unmanned aerial vehicle (UAV)-assisted uplink data collection system empowered by rate-splitting multiple access (RSMA). To better reflect practical deployment scenarios, the system model incorporates both geometry-induced blockage effects and imperfect channel state information (CSI). Aiming to enhance max-min fairness (MMF) among ground sensors, we formulate a joint optimization of the sensor transmit power, RSMA decoding order, and UAV hovering position. The resulting highly-coupled mixed-integer non-convex problem is challenging to solve. To tackle this, we develop a penalty-based successive convex approximation (SCA) framework that transforms the original problem into a sequence of efficiently solvable convex subproblems. Simulation results demonstrate that the proposed RSMA scheme significantly outperforms conventional orthogonal multiple access (OMA) and non-orthogonal multiple access (NOMA) benchmarks in terms of max-min fairness, and robustness against CSI imperfections.
基于分频多址的无人机辅助数据采集系统
这封信研究了一种由分频多址(RSMA)授权的无人机(UAV)辅助上行数据收集系统。为了更好地反映实际部署场景,系统模型同时考虑了几何诱导的堵塞效应和不完全通道状态信息(CSI)。为了提高地面传感器之间的最大最小公平性,提出了传感器发射功率、RSMA解码顺序和无人机悬停位置的联合优化方案。由此产生的高耦合混合整数非凸问题具有挑战性。为了解决这个问题,我们开发了一个基于惩罚的连续凸近似(SCA)框架,该框架将原始问题转换为一系列有效可解的凸子问题。仿真结果表明,RSMA方案在最大最小公平性和对CSI缺陷的鲁棒性方面显著优于传统的正交多址(OMA)和非正交多址(NOMA)基准。
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来源期刊
IEEE Wireless Communications Letters
IEEE Wireless Communications Letters Engineering-Electrical and Electronic Engineering
CiteScore
12.30
自引率
6.30%
发文量
481
期刊介绍: IEEE Wireless Communications Letters publishes short papers in a rapid publication cycle on advances in the state-of-the-art of wireless communications. Both theoretical contributions (including new techniques, concepts, and analyses) and practical contributions (including system experiments and prototypes, and new applications) are encouraged. This journal focuses on the physical layer and the link layer of wireless communication systems.
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