Energy Efficient Smart Working Environment using Internet of Things

被引:0
|
作者
Vikash [1 ]
Mishra, Lalita [1 ]
Chouhan, Sajan D. [1 ]
Varma, Shirshu [1 ]
机构
[1] Indian Inst Informat Technol, Allahabad, Uttar Pradesh, India
关键词
Internet of Things; intelligent networks; energy optimization; data management; smart environment;
D O I
10.1109/vtcspring.2019.8746355
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
In this paper, we present a concept base novel architecture for intelligent energy efficient applications using Internet of Things. This architecture provides the user-friendly and compatible environment, by predicting the set-point using machine learning techniques. We conduct a real-time implement on the testbed to verify the correctness of the system. Moreover, we have used three machine learning techniques (support vector machine, k-nearest neighbor, and linear regression) to predict the set-point for all the beneficiaries. We found that these techniques give up to 87.41976% accuracy for prediction of set-point. Additionally, we observe that with the use of this mechanism we can save up to 20% electricity consumption.
引用
收藏
页数:5
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