5G工业网络中eMBB和URLLC共存流量的QoS保证资源分配

IF 0.5 Q4 COMPUTER SCIENCE, SOFTWARE ENGINEERING
Dawei Shen, Tianyu Zhang, Jiachen Wang, Qingxu Deng, Song Han, X. Hu
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引用次数: 3

摘要

第五代(5G)蜂窝网络越来越多地被考虑用于工业应用,例如工厂自动化系统。在5G网络中,增强型移动宽带(eMBB)和超可靠低延迟通信(URLLC)是两项基本业务。eMBB业务需要高数据速率和一些下限,而URLLC流量受到严格的延迟和可靠性要求。现有的调度同时存在的eMBB和URLLC流量的方法都假设URLLC流量在到达时立即抢占eMBB流量,这可能会对可实现的eMBB数据速率产生不利影响。此外,之前的工作都没有考虑保证对某些eMBB流量施加的最低数据速率要求。本文提出了一个捕获URLLC和eMBB需求的新模型,并引入了一个新的框架QoSG-RA来对共存的eMBB和URLLC流量进行网络资源分配。QoSG-RA建立在离线/在线混合方法的基础上,通过离线资源分配确保eMBB和URLLC流量的QoS (Quality of Service)需求得到满足,在线资源分配根据运行时信息最大化eMBB流量之间数据速率的公平性。QoSG-RA能够(i)满足URLLC流量的延迟和可靠性要求,(ii)以公平的方式最大化eMBB流量的数据速率,同时满足其最低数据速率要求。实验结果证明了QoSG-RA算法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
QoS Guaranteed Resource Allocation for Coexisting eMBB and URLLC Traffic in 5G Industrial Networks
The fifth-generation (5G) cellular networks are increasingly considered for industrial applications, such as factory automation systems. In 5G networks, Enhanced Mobile Broadband (eMBB) and Ultra-Reliable Low-Latency Communication (URLLC) are two essential services. eMBB services require high data rates with some lower bounds while URLLC traffic is subject to strict latency and reliability requirements. Existing approaches to scheduling coexisting eMBB and URLLC traffic all assume that URLLC traffic preempts eMBB traffic immediately upon arrival, which can adversely impact the achievable eMBB data rates. Furthermore, none of the prior work considers guaranteeing minimum data rate requirements imposed on certain eMBB traffic. This paper proposes a new model to capture the URLLC and eMBB requirements and introduces a novel framework, QoSG-RA, to perform network resource allocation for coexisting eMBB and URLLC traffic. QoSG-RA builds on a hybrid offline/online approach which performs offline resource allocation to ensure the Quality of Service (QoS) requirements of eMBB and URLLC traffic to be satisfied and online resource allocation to maximize fairness on the data rates among eMBB traffic based on runtime information. QoSG-RA is able to (i) meet latency and reliability requirements of URLLC traffic, and (ii) maximize the data rates for eMBB traffic in a fair way while fulfilling their minimum data rate requirements. Experimental results demonstrate the effectiveness of QoSG-RA compared to the state-of-the-art.
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来源期刊
CiteScore
1.70
自引率
14.30%
发文量
17
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