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

机译:针对Ad hoc IoT场景的主动上下文感知服务复制方案

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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.
机译:我们考虑了一个智能城市物联网场景,其中大量人群可能会暂时聚集在一起,从而导致现有基础设施不足以消耗服务。这需要使用由用户携带的可用计算资源(如智能电话)在准临时方案上提供服务复制框架。除了使人群能够使用大量新服务之外,这种框架还可以提供雾计算解决方案。在本文中,我们提出了一种服务复制方案,与现有方案相比,该方案可提高服务可用性,服务响应时间和系统范围的资源利用率。该方案使用基于双阈值的主动感知机制来识别需要在不久的将来进行复制的服务,以及基于多代理的最佳任务分配方案,该方案可以进行批处理决策。这些机制共同作用降低了服务丢弃率,并提高了系统范围的资源利用率。通过应用将物理和功能上下文的优点结合在一起的策略,可以显着减少服务响应时间和做出分配决策所需的开销。本文还开发了一个用于分析各种通用服务复制方案性能的集成模型。

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