Joint Latency-Energy Minimization for Fog-Assisted Wireless IoT Networks

IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
Farshad Shams;Vincenzo Lottici;Zhi Tian
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引用次数: 0

Abstract

This work aims to present a joint resource allocation method for a fog-assisted network wherein IoT wireless devices simultaneously offload their tasks to a serving fog node. The main contribution is to formulate joint minimization of service latency and energy consumption objectives subject to both radio and computing constraints. Moreover, unlike previous works that set a fixed value to the circuit power dissipated to operate a wireless device, practical models are considered. To derive the Pareto boundary between two conflicting objectives we consider, Tchebyshev theorem is used for each wireless device. The interactions among IoT devices are represented through a cooperative Nash bargaining framework, with the unique Nash equilibrium (NE) being computed via a block coordinate descent method. Numerical results obtained using realistic models are presented to corroborate the effectiveness of the proposed algorithm.
雾辅助无线物联网网络的联合延迟能量最小化
本工作旨在为雾辅助网络提供一种联合资源分配方法,其中物联网无线设备同时将其任务卸载到服务雾节点。主要贡献是在无线电和计算约束下制定服务延迟和能耗目标的联合最小化。此外,不同于以往的工作设定一个固定值的电路功耗来操作无线设备,我们考虑了实际的模型。为了推导出我们所考虑的两个相互冲突的目标之间的帕累托边界,对每个无线设备都使用了切比雪夫定理。物联网设备之间的交互通过合作纳什议价框架表示,通过块坐标下降法计算唯一纳什均衡(NE)。最后给出了实际模型的数值结果,验证了该算法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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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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