解决5G直连与Wi-Fi在免许可频谱共存时的干扰问题
Collaborative Channel Access and Transmission for NR Sidelink and Wi-Fi Coexistence over Unlicensed Spectrum
- 设计协同信道接入机制,基站与设备协作分配资源
- 提出分层强化学习算法,实现全局最优功率控制
- 兼顾公平性与传输速率,适合工业物联网场景
随着工业物联网(IIoT)和视觉物联网(VIoT)等应用快速发展,对支持高速率的设备直连通信需求持续增长。5G-Advanced通过在免许可频谱上引入侧链路通信(SL-U)以提升数据速率。然而,其主要挑战在于确保与现有系统(如Wi-Fi)的公平共存。本文提出一种协同信道接入(CCHA)机制,通过基站与SL-U用户间的协作,将信道接入与资源分配结合,保障共存公平性并提升资源利用率。进一步设计基于合作子目标的分层深度强化学习(C-GHDRL)算法框架,使SL-U用户在基站协同下做出全局最优决策,克服传统优化方法在非线性约束联合优化中的局限。通过构建联合信道接入与功率控制的数学模型,并在算法中定义合理奖励函数,平衡系统公平性与传输速率。仿真结果表明,所提方案显著提升了共存系统的性能,同时确保了SL-U与Wi-Fi用户的公平共存。
原文摘要 · Abstract (English)
With the rapid development of various internet of things (IoT) applications, including industrial IoT (IIoT) and visual IoT (VIoT), the demand for direct device-to-device communication to support high data rates continues to grow. To address this demand, 5G-Advanced has introduced sidelink communication over the unlicensed spectrum (SL-U) to increase data rates. However, the primary challenge of SL-U in the unlicensed spectrum is ensuring fair coexistence with other incumbent systems, such as Wi-Fi. In this paper, we address the challenge by designing channel access mechanisms and power control strategies to mitigate interference and ensure fair coexistence. First, we propose a novel collaborative channel access (CCHA) mechanism that integrates channel access with resource allocation through collaborative interactions between base stations (BS) and SL-U users. This mechanism ensures fair coexistence with incumbent systems while improving resource utilization. Second, to further enhance the performance of the coexistence system, we develop a cooperative subgoal-based hierarchical deep reinforcement learning (C-GHDRL) algorithm framework. The framework enables SL-U users to make globally optimal decisions by leveraging cooperative operations between the BS and SL-U users, effectively overcoming the limitations of traditional optimization methods in solving joint optimization problems with nonlinear constraints. Finally, we mathematically model the joint channel access and power control problem and balance the trade-off between fairness and transmission rate in the coexistence system by defining a suitable reward function in the C-GHDRL algorithm. Simulation results demonstrate that the proposed scheme significantly enhances the performance of the coexistence system while ensuring fair coexistence between SL-U and Wi-Fi users.
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