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Automatic Network Slicing for IoT in Smart City

机译:智能城市IOT的自动网络切片

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摘要

Internet of things (IoT) in smart city consists of a diversity of public utility and vertical industry services with extremely different performance requirements. As a key technology of 5G networks, network slicing (NS) is featured to provide distinct virtual networks and differentiated QoS guarantees in a shared infrastructure. Therefore, it becomes necessary to employ intelligent NS management for IoT in smart city. This work proposes a machine learning (ML) driven automatic NS framework which can intelligently scale slice according to network state. The resource preservation and slicing implementation scheme is given to trade off robustness and resource efficiency. Finally, the present study provides preliminary results via simulation and experimentation to justify the effectiveness and efficiency of the presented design.
机译:智能城市的东西互联网(IOT)包括多样性的公用事业和垂直行业服务,具有极其不同的性能要求。作为5G网络的关键技术,网络切片(NS)被特色以提供不同的虚拟网络和共享基础架构中的差异化QoS保证。因此,在智能城市中使用智能NS管理是必要的。这项工作提出了一种机器学习(ML)驱动的自动NS框架,其可以根据网络状态智能地缩放切片。资源保存和切片实施方案赋予促进鲁棒性和资源效率。最后,本研究通过模拟和实验提供初步结果,以证明所提出的设计的有效性和效率。

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