A Profitable and Energy-Efficient Cooperative Fog Solution for IoT Services

被引:80
作者
Al Ridhawi, Ismaeel [1 ]
Kotb, Yehia [2 ]
Aloqaily, Moayad [3 ,4 ]
Jararweh, Yaser [5 ]
Baker, Thar [6 ]
机构
[1] Univ Ottawa, Sch Elect Engn & Comp Sci, Ottawa, ON K1N 6N5, Canada
[2] Univ Western Ontario, Dept Comp Sci, London, ON N6A 3K7, Canada
[3] xAnalyt Inc, Ottawa, ON, Canada
[4] Al Ain Univ, Al Ain, U Arab Emirates
[5] Jordan Univ Sci & Technol, Irbid 22110, Jordan
[6] Liverpool John Moores Univ, Liverpool L3 3AF, Merseyside, England
关键词
Cloud computing; Quality of service; Servers; Peer-to-peer computing; Task analysis; Simulation; Real-time systems; Cloud; fog; Internet of Things (IoT); service-level agreement (SLA); tabu search; workflow; MANAGEMENT;
D O I
10.1109/TII.2019.2922699
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Fog-to-fog communication has been introduced to deliver services to clients with minimal reliance on the cloud through resource and capability sharing of cooperative fogs. Current solutions assume full cooperation among the fogs to deliver simple and composite services. Realistically, each fog might belong to a different network operator or service provider and thus will not participate in any form of collaboration unless self-monetary profit is incurred. In this paper, we introduce a fog collaboration approach for simple and complex multimedia service delivery to cloud subscribers while achieving shared profit gains for the cooperating fogs. The proposed work dynamically creates short-term service-level agreements (SLAs) offered to cloud subscribers for service delivery while maximizing user satisfaction and fog profit gains. The solution provides a learning mechanism that relies on online and offline simulation results to build guaranteed workflows for new service requests. The configuration parameters of the short-term SLAs are obtained using a modified tabu-based search mechanism that uses previous solutions when selecting new optimal choices. Performance evaluation results demonstrate significant gains in terms of service delivery success rate, service quality, reduced power consumption for fog and cloud datacenters, and increased fog profits.
引用
收藏
页码:3578 / 3586
页数:9
相关论文
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