LL-PGS: A Lightweight and Low-Latency Proactive Grant Scheduling Algorithm for Industrial IoT

IF 5.5 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS IEEE Wireless Communications Letters Pub Date : 2024-11-13 DOI:10.1109/LWC.2024.3497324
Shilin Lai;Jin Li;Dongxu Zhang;Min Zhang
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Abstract

To efficiently realize the low-latency scheduling of ultra-reliable low-latency communications (URLLC) and enhanced mobile broadband (eMBB) services in Industrial Internet of Things (IIoT), we propose a lightweight and, low-latency proactive grant scheduling (LL-PGS) algorithm. In the proposed LL-PGS, a lightweight channel-queue prediction algorithm, and an adaptive two-tier scheduling priority adjustment module are organically integrated. Through the cooperation between above modules, the proposed LL-PGS facilitates the low-latency and on-demand physical resource blocks (PRBs) scheduling without extra state report and grant feedback. Extensive simulation results demonstrate that the proposed LL-PGS can significantly reduce the signaling overhead and uplink latency without sacrificing throughput. Compared with conventional scheduling algorithms including round robin (RR), proportional fair (PF), exponential proportional fair (EXP/PF), and modification of largest weighted delay first (M-LWDF), the proposed LL-PGS can increase the average uplink throughput for eMBB services by 12.42%, and reduce latency for URLLC services to 1ms.
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LL-PGS:适用于工业物联网的轻量级低延迟主动授予调度算法
为了有效实现工业物联网(IIoT)中超可靠低延迟通信(URLLC)和增强型移动宽带(eMBB)服务的低延迟调度,提出了一种轻量级、低延迟的主动授权调度(LL-PGS)算法。该算法将轻量级通道队列预测算法和自适应两层调度优先级调整模块有机地结合在一起。通过上述模块之间的协作,本文提出的LL-PGS实现了低延迟和按需物理资源块(PRBs)调度,而无需额外的状态报告和授权反馈。大量的仿真结果表明,所提出的LL-PGS可以在不牺牲吞吐量的情况下显著降低信令开销和上行延迟。与轮循(RR)、比例公平(PF)、指数比例公平(EXP/PF)和修正最大加权延迟优先(M-LWDF)等传统调度算法相比,该算法可使eMBB业务的平均上行吞吐量提高12.42%,将URLLC业务的时延降低到1ms。
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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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