面向智能电网数据处理的分布式智能家居体系结构

IF 1.7 Q2 Engineering
Umar Ahsan, A. Bais
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引用次数: 16

摘要

智能家居是智能电网基础设施的重要组成部分。近年来,大量的传感器被添加到智能家居中,以增强家电的自动化和监控。这一增加提出了一个问题,即在家中产生的数据应该在哪里处理。数据可以由一个中央处理器处理,也可以通过靠近传感器的多个分布式处理器处理。本文提出了一种智能家居分布式架构,其中家庭传感器直接与安装在家中的智能网关对话。然后网关决定哪些数据应该转发到中央处理器进行进一步分析。设计了一个测试台来突出该方法的优点。开放数据集用于将传感器数据输入测试设置。结果表明,数据的局部处理可以有效地利用可用的网络带宽,从而提高效率。此外,本地处理有利于时间关键型智能家居应用,因为与中央处理相比,本地处理具有更快的数据通信往返时间。此外,我们认为某些计算,如家用电器的能源使用预测,可以有效地在本地完成,而中央处理器可以用于不同本地处理器之间的协调。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Distributed Smart Home Architecture for Data Handling in Smart Grid
Smart homes form an integral part of smart grid infrastructure. Recently, large numbers of sensors have been added within smart homes to enhance home appliance automation and monitoring. This addition raises questions about where the data generated within the home should be processed. The data can be processed either by one central processor or through multiple distributed processors closer to the sensors. This paper proposes a smart home distributed architecture involving home sensors talking directly to a smart gateway installed within the home. The gateway then decides which data should be forwarded to the central processor for further analysis. A test bed is designed to highlight the advantages of this approach. An open data set is used to feed sensor data into the test setup. It is shown that the local processing of data can improve efficiency by effectively utilizing available network bandwidth. Furthermore, local processing is favorable for time-critical smart home applications, since local processing has a faster data communication round trip time as compared with that of central processing. Moreover, we argue that certain calculations, like energy usage prediction for home appliances, can effectively be done locally while the central processor can be used for coordination between different local processors.
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来源期刊
自引率
0.00%
发文量
27
期刊介绍: The Canadian Journal of Electrical and Computer Engineering (ISSN-0840-8688), issued quarterly, has been publishing high-quality refereed scientific papers in all areas of electrical and computer engineering since 1976
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