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Context Aware Resource and Service Provisioning Management in Fog Computing Systems

机译:雾计算系统中的上下文感知资源和服务提供管理

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Complexity of IoT systems and tasks that are put before them require shifts in the way resources and service provisioning are managed. The concept of fog computing is introduced so as to enhance IoT systems scalability, reactivity, efficiency and privacy. In this paper we present fog computing solution with context aware decision-making procedures distributed between IoT cloud platform and IoT gateways. The solution performs decision-making for smart actuation, based on analysis of sensory data streams, and context informed fog computing resource and service provisioning management based on topology changes. The state-of-the-art mainly focuses either on smart actuation enabled through insightful data analysis and machine learning, or on managing fog system itself in order to improve performance and efficiency. Our solution showcases how one software framework can be used to achieve both. Proof of concept experiments executed on a fog computing testbed validate our solutions performance in improving resilience and responsiveness of the fog computing system in context of topology changes.
机译:物联网系统和摆在他们面前的任务的复杂性要求改变资源和服务供应管理的方式。引入雾计算的概念是为了增强物联网系统的可扩展性,反应性,效率和隐私性。在本文中,我们提出了雾计算解决方案,该解决方案具有在IoT云平台和IoT网关之间分布的上下文感知决策程序。该解决方案基于对感官数据流的分析,以及基于拓扑变化的上下文通知雾计算资源和服务供应管理,来执行智能致动的决策。最新技术主要集中在通过有洞察力的数据分析和机器学习实现的智能致动,或集中在雾系统本身的管理上,以提高性能和效率。我们的解决方案展示了如何使用一种软件框架来实现两者。在雾计算测试平台上执行的概念验证实验验证了我们的解决方案在拓扑变化的情况下提高雾计算系统的弹性和响应能力的性能。

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