DISCO: Distributed computation offloading framework for fog computing networks

IF 2.9 3区 计算机科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS
Hoa Tran-Dang;Dong-Seong Kim
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引用次数: 4

Abstract

Fog computing networks have been widely integrated in IoT-based systems to improve the quality of services (QoS) such as low response service delay through efficient offloading algorithms. However, designing an efficient offloading solution is still facing many challenges including the complicated heterogeneity of fog computing devices and complex computation tasks. In addition, the need for a scalable and distributed algorithm with low computational complexity can be unachievable by global optimization approaches with centralized information management in the dense fog networks. In these regards, this paper proposes a distributed computation offloading framework (DISCO) for offloading the splittable tasks using matching theory. Through the extensive simulation analysis, the proposed approaches show potential advantages in reducing the average delay significantly in the systems compared to some related works.
DISCO:雾计算网络的分布式计算卸载框架
雾计算网络已广泛集成在基于物联网的系统中,以通过高效的卸载算法提高服务质量(QoS),如低响应服务延迟。然而,设计一种高效的卸载解决方案仍然面临许多挑战,包括雾计算设备的复杂异构性和复杂的计算任务。此外,在密集雾网络中,通过具有集中信息管理的全局优化方法,可能无法实现对具有低计算复杂度的可扩展和分布式算法的需求。在这方面,本文提出了一个分布式计算卸载框架(DISCO),用于使用匹配理论卸载可拆分任务。通过广泛的仿真分析,与一些相关工作相比,所提出的方法在显著降低系统平均延迟方面显示出潜在的优势。
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
6.60
自引率
5.60%
发文量
66
审稿时长
14.4 months
期刊介绍: The JOURNAL OF COMMUNICATIONS AND NETWORKS is published six times per year, and is committed to publishing high-quality papers that advance the state-of-the-art and practical applications of communications and information networks. Theoretical research contributions presenting new techniques, concepts, or analyses, applied contributions reporting on experiences and experiments, and tutorial expositions of permanent reference value are welcome. The subjects covered by this journal include all topics in communication theory and techniques, communication systems, and information networks. COMMUNICATION THEORY AND SYSTEMS WIRELESS COMMUNICATIONS NETWORKS AND SERVICES.
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