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Optimization Model for Time Sensitive IoT Requests

机译:时间敏感物联网请求优化模型

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摘要

Emergence of Internet of Things (IoT) in the context of the smart city environments led to a variety of applications with different quality of service (QoS) requirements and characteristics. Vast portion of these applications have time sensitive requirements which raises the need to have a cloud-based computational infrastructure that can provide these applications with satisfying services within their delay specifications. In addition to the delay specifications, mixed types of end IoT devices in terms of request parameters and degrees of mobility pose extra challenges for the service providers. In this manner, fog computing which is a cloud-based computing paradigm has been introduced to bring the services to the edge of the network closer to the end user. The purpose of this work is to propose a scheduling solution that adopts three-tier fog computing architecture that can satisfy the maximum number of requests given their deadline constraints. Such a scheduling problem is known to be NP-hard. This led us, in this proposal, to model it as an optimization problem using mixed integer programming. The proposed model is then validated with an exact optimization technique.
机译:在智能城市环境的背景下,事物互联网(物联网)导致了各种具有不同服务质量(QoS)要求和特性的应用。这些应用程序的大部分具有时间敏感要求,它提出了需要具有基于云的计算基础架构的需要,这些基础设施可以提供满足其延迟规范的满足服务。除了延迟规范之外,在请求参数和移动性方面的混合类型的端身设备以及服务提供商的额外挑战。以这种方式,已经引入了雾计算,其是基于云的计算范例,以使服务更靠近最终用户的网络边缘。这项工作的目的是提出一个调度解决方案,该解决方案采用三层雾计算架构,该架构可以满足其截止日期约束的最大请求数。已知这样的调度问题是NP-HARD。在此提议中,这导致了我们使用混合整数编程来将其模拟为优化问题。然后用精确的优化技术验证所提出的模型。

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