A Dynamic Priority-Aware Task Offloading and Resource Allocation Strategy Assisted by RSU-Relay in Vehicular Edge Computing

IF 6.2 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
Dun Cao;Yuan Su;Wenqian Wang;R. Simon Sherratt;Jin Wang
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引用次数: 0

Abstract

The rapid advancement of the Internet of Vehicular has enabled a wide range of vehicular applications, intensifying the demand for low-latency and high-efficiency computation. However, the limited onboard computing capabilities and the highly dynamic nature of vehicular networks present significant challenges for task offloading and resource allocation. To tackle these challenges, Vehicular Edge Computing (VEC) incorporates Roadside Units (RSU) not only as computing nodes but also as relay nodes capable of multi-hop task forwarding, effectively extending the offloading scope and mitigating transmission constraints in sparse or high-mobility scenarios. Moreover, due to the diversity of task demands and fluctuating resource availability, it becomes essential to dynamically adjust task priorities to ensure timely task completion and efficient resource utilization. In this paper, we propose a novel Computing Offloading and Resource Allocation strategy under Relay Collaboration (CORA-RC). CORA-RC exploits the dual roles of RSU as computing and relay nodes to extend the offloading range and improve flexibility, while jointly optimizing task offloading, dynamic priority adjustment, and resource allocation. Simulation results demonstrate that CORA-RC ensures the timely completion of security-related tasks while effectively reducing the average task delay, thereby achieving the lowest average weighted cost among all compared strategies.
基于rsu中继的车辆边缘计算动态优先级感知任务卸载与资源分配策略
车联网的快速发展使汽车应用范围广泛,对低延迟和高效计算的需求不断增强。然而,有限的车载计算能力和车辆网络的高度动态性给任务卸载和资源分配带来了重大挑战。为了应对这些挑战,车辆边缘计算(VEC)将路边单元(RSU)不仅作为计算节点,而且作为能够多跳任务转发的中继节点,有效地扩展了卸载范围并减轻了稀疏或高移动性场景下的传输限制。此外,由于任务需求的多样性和资源可用性的波动,动态调整任务优先级以确保任务的及时完成和资源的有效利用变得至关重要。本文提出了一种新的中继协作(CORA-RC)下的计算卸载和资源分配策略。CORA-RC利用RSU作为计算节点和中继节点的双重作用,扩大了卸载范围,提高了灵活性,同时共同优化任务卸载、动态优先级调整和资源分配。仿真结果表明,CORA-RC在保证安全相关任务及时完成的同时,有效地降低了平均任务延迟,从而实现了所有比较策略中平均加权代价最低的策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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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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