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Publish/subscribe based multi-tier edge computational model in Internet of Things for latency reduction

机译:物联网中基于发布/订阅的多层边缘计算模型,以减少延迟

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Most of the Internet of Things (IoT) applications are time sensitive and require low latency, as a millisecond delay can affect a huge production in the machine-dependent environment. Due to the rapid growth of the internet connected devices, it is very difficult to handle this huge processing load in the Cloud and traffic in the network. Data communication protocols in vogue are based on IoT devices connected to Cloud. But with the introduction of edge/Fog computing in IoT where all processing happens at the edge, there is a need to revisit the existing IoT protocols. The existing protocols were not designed with edge/Fog computing in mind. The most predominantly used IoT protocol is Message Queue Telemetry Transport (MQTT) protocol which is based on publish subscribe model. This paper proposes software defined multi-tier edge computing model by modifying the existing MQTT protocol for edge computing with a remote broker in Fog node and main broker in Cloud. A mathematical model is proposed towards computing the performance metrics of the proposed system. The performance of the proposed system is been compared with the traditional MQTT based IoT model. Python-Virtual Fog (PVFOG) simulator has been used to measure the performance in terms of service latency, transmission latency, processing latency, and packet send to Cloud. The experimental results show that the proposed system outperformed the traditional MQTT based IoT Model. (C) 2019 Elsevier Inc. All rights reserved.
机译:大多数的物联网(IoT)应用程序都是时间敏感的,并且要求低延迟,因为毫秒级的延迟会影响与机器相关的环境中的大量生产。由于互联网连接设备的快速增长,很难处理云中如此巨大的处理负载以及网络中的流量。流行的数据通信协议基于连接到云的物联网设备。但是随着在所有处理都在边缘进行的IoT中引入边缘/雾计算,有必要重新审视现有的IoT协议。现有协议在设计时并未考虑边缘/雾计算。最主要使用的物联网协议是基于发布订阅模型的消息队列遥测传输(MQTT)协议。本文通过使用Fog节点中的远程代理和Cloud中的主代理修改现有的用于边缘计算的MQTT协议,提出了软件定义的多层边缘计算模型。提出了一种数学模型,用于计算所提出系统的性能指标。将拟议系统的性能与传统的基于MQTT的物联网模型进行了比较。 Python虚拟雾(PVFOG)模拟器已用于衡量服务延迟,传输延迟,处理延迟以及数据包发送到云的性能。实验结果表明,该系统优于传统的基于MQTT的物联网模型。 (C)2019 Elsevier Inc.保留所有权利。

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