4.8 Article

A Volunteer-Supported Fog Computing Environment for Delay-Sensitive IoT Applications

期刊

IEEE INTERNET OF THINGS JOURNAL
卷 8, 期 5, 页码 3822-3830

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/JIOT.2020.3024823

关键词

Cloud computing; Internet of Things; Task analysis; Computational modeling; Edge computing; Delays; Energy consumption; Cloud computing; distributed computing paradigms; fog computing (FC); Internet of Things (IoT); resource management; volunteer computing (VC)

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Fog computing serves as a complementary solution to centralized cloud infrastructure by extending computing resources to the network edge to address communication latency issues in traditional cloud computing. Volunteer computing leverages user-owned idle resources to reduce maintenance costs for high-performance computing, and when combined with volunteer-supported FC (VSFC), it can optimize latency, energy consumption, and network usage.
Fog computing (FC) has emerged as a complementary solution to the centralized cloud infrastructure. An FC node is available in closer proximity to users and extends cloud services to the edge of the network in a highly distributed manner. However, with an increase in streaming and delay-sensitive Internet-of-Things (IoT) applications, FC also needs to address the issue of higher latency while forwarding compute-intensive jobs to remote cloud data centers. Hence, there is a need to investigate the use of computational resources at the edge of the network. Volunteer computing (VC) offers a reduction in the cost of maintaining high-performance computing by making use of user-owned underutilized or idle resources, e.g., laptops and desktop computers closer to fog devices. We propose volunteer-supported FC (VSFC), as a computing paradigm, that explores the interplay of these two distributed computing domains to help minimize inherent communication delays of cloud computing, energy consumption, and network usage. To this effect, we have extended the iFogSim toolkit to support VSFC. Extensive simulations show that VSFC outperforms traditional FC-cloud computing by reducing delay by 47.5%, energy by 93%, and network usage by 92% under normal to heavy load conditions.

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