A Smart Home Energy Management System Using IoT and Big Data Analytics Approach

被引:327
|
作者
Al-Ali, A. R. [1 ]
Zualkernan, Imran A. [1 ]
Rashid, Mohammed [1 ]
Gupta, Ragini [1 ]
AliKarar, Mazin [1 ]
机构
[1] Amer Univ Sharjah, Comp Engn, Sharjah, U Arab Emirates
关键词
Business Intelligence; Data Analytics; Energy Management System; HVAC; Internet of Things; MQTT; System on Chip;
D O I
10.1109/TCE.2017.015014
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Increasing cost and demand of energy has led many organizations to find smart ways for monitoring, controlling and saving energy. A smart Energy Management System (EMS) can contribute towards cutting the costs while still meeting energy demand. The emerging technologies of Internet of Things (IoT) and Big Data can be utilized to better manage energy consumption in residential, commercial, and industrial sectors. This paper presents an Energy Management System (EMS) for smart homes. In this system, each home device is interfaced with a data acquisition module that is an IoT object with a unique IP address resulting in a large mesh wireless network of devices. The data acquisition System on Chip (SoC) module collects energy consumption data from each device of each smart home and transmits the data to a centralized server for further processing and analysis. This information from all residential areas accumulates in the utility's server as Big Data. The proposed EMS utilizes off-the-shelf Business Intelligence (BI) and Big Data analytics software packages to better manage energy consumption and to meet consumer demand. Since air conditioning contributes to 60% of electricity consumption in Arab Gulf countries, HVAC (Heating, Ventilation and Air Conditioning) Units have been taken as a case study to validate the proposed system. A prototype was built and tested in the lab to mimic small residential area HVAC systems(1).
引用
收藏
页码:426 / 434
页数:9
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