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A combined network control approach for the edge cloud and LPWAN-based IoT services

机译:边缘云和基于LPWAN的IoT服务的组合网络控制方法

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摘要

Recently, low-power wide area network (LPWAN) has attracted attention as a wireless network for long-range Internet of Things (IoT) services. IoT devices in an LPWAN are managed by a network server in the cloud. Various data are delivered from the IoT devices to the network server, and the role of the centralized network server in the cloud has become important for efficient data transfer over an LPWAN. However, control by the network server concentrates the control load on the network server and is vulnerable in terms of response time and bandwidth utilization. Therefore, this paper takes the approach of moving the control of the LPWAN to the edge cloud, which provides computing and storage environments at base stations. An LPWAN gateway is then integrated with the edge cloud, and LPWAN data are cached at the edge cloud in the gateway for LPWAN control. LPWAN control such as report interval control for data, transmission power control, and data aggregation is applied to improve the efficiency of data transmission. Network control is performed by learning using cached data in the edge cloud. Compared with the existing LPWAN control approach, the proposed approach exhibits improved performance for IoT data transmission. The simulation results show the proposed approach's efficiency.
机译:最近,作为远程​​物联网(IoT)服务的无线网络,低功率广域网(LPWAN)引起了人们的关注。 LPWAN中的物联网设备由云中的网络服务器管理。各种数据从IoT设备传递到网络服务器,而集中式网络服务器在云中的作用对于通过LPWAN进行有效的数据传输已变得至关重要。但是,网络服务器的控制将控制负载集中在网络服务器上,并且在响应时间和带宽利用率方面很容易受到攻击。因此,本文采用将LPWAN的控制移至边缘云的方法,该方法在基站提供了计算和存储环境。然后,将LPWAN网关与边缘云集成在一起,并将LPWAN数据缓存在网关的边缘云中,以进行LPWAN控制。 LPWAN控制(例如数据报告间隔控制,传输功率控制和数据聚合)可用于提高数据传输效率。通过使用边缘云中的缓存数据进行学习来执行网络控制。与现有的LPWAN控制方法相比,该方法在物联网数据传输方面表现出更高的性能。仿真结果表明了该方法的有效性。

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