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A Dynamic Priority Service Provision Scheme for Delay-Sensitive Applications in Fog Computing

机译:雾计算中延迟敏感应用的动态优先服务提供方案

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The massive numbers of connected devices in the IoT era impose a real challenge in the management of both communication and computing resources. Moreover, the competition of those devices on the limited resources will inherently raise the delay experienced by users. To this end, we propose a priority service provision scheme to reduce the latency experienced by delay-sensitive services. Here, incoming tasks are classified into delay-sensitive and delay-insensitive whereby priority classes are assigned using a matching theory approach. Then, the queue delay experienced by each class is investigated at the computing node i.e., the edge device, and the communication node i.e., the small base station (SBS). To maintain high quality of experience (QoE) in regard with time delay for all tasks, a dynamic priority scheme is proposed and controlled using a heuristic algorithm. The goal of the dynamic priority scheme is to minimize the delay at the communication node (SBS) for users requesting non-computing tasks (e.g., regular phone calls) by promoting their class when the delay exceeds a threshold value. The combined delay experienced at both communication and computing nodes is compared using the prioritized, non-prioritized, and the dynamic priority schemes. Results show that undertaking a dynamic priority service provision can achieve significant reduction in the amount of delay experienced by users.
机译:物联网时代的大量连接设备给通信和计算资源的管理带来了真正的挑战。此外,那些设备在有限资源上的竞争将固有地增加用户所经历的延迟。为此,我们提出了一种优先级服务提供方案,以减少延迟敏感型服务所经历的等待时间。在这里,传入的任务被分为对延迟敏感的和对延迟不敏感的,从而使用匹配理论方法分配优先级。然后,在计算节点即边缘设备和通信节点即小型基站(SBS)处调查每种类别经历的队列延迟。为了在所有任务的时间延迟方面保持高质量的体验(QoE),提出了一种动态优先级方案并使用启发式算法进行控制。动态优先级方案的目标是通过当延迟超过阈值时提升其类别,来使请求非计算任务(例如,常规电话呼叫)的用户在通信节点(SBS)处的延迟最小化。使用优先级,非优先级和动态优先级方案比较在通信和计算节点上遇到的组合延迟。结果表明,进行动态优先服务提供可以显着减少用户经历的延迟量。

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