A Proactive Context-Aware Service Replication Scheme for Adhoc IoT Scenarios

被引:16
|
作者
Choudhury, Bikash [1 ]
Choudhury, Subhrabrata [2 ]
Dutta, Animesh [2 ]
机构
[1] Ramkrishna Mahato Govt Engn Coll Purulia, Dept Comp Sci & Engn, Purulia 723103, India
[2] Natl Inst Technol Durgapur, Dept Comp Sci & Engn, Durgapur 713209, India
关键词
Resource management; Sensors; Servers; Quality of service; Middleware; Edge computing; Time factors; Context-aware; DCDP; Internet of things; proactive sensing; service replication; AD-HOC NETWORKS; ALLOCATION;
D O I
10.1109/TNSM.2019.2928698
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We consider a smart-city IoT scenario where large crowd may gather temporarily rendering the existing infrastructure inadequate for service consumption. This necessitates a service replication framework over quasi-adhoc scenario using the available computing resources carried by the users such as smart-phones. Such framework can offer fog computing solution in addition to enabling consumption of plethora of new services available with the crowd. In this paper, we propose a service replication scheme that achieves improved service availability, service response-time and system-wide resource utilization compared to the existing ones. The scheme uses a dual-threshold-based proactive sensing mechanism to identify the services which are required to be replicated in immediate future and a multi-agent-based optimal task assignment scheme that enables batch-wise decision making. These mechanisms acting together reduces the service drop rate and improves the system-wide resource utilization. The service response time and the overhead involved in making assignment decisions, are markedly reduced by applying a strategy that combines the benefits of both physical and functional contexts together. An integrated model for analyzing the performance of various generic service replication schemes, is also developed in this paper.
引用
收藏
页码:1797 / 1811
页数:15
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