A smart appliance management system with current clustering algorithm in home network

Shih Yeh Chen, Yu Sheng Lu, Chin-Feng Lai

研究成果: Conference contribution

2 引文 (Scopus)

摘要

Due to the variety of household electric devices and different power consumption habits of consumers at present, it is a challenge to identify various electric appliances without any presetting. This paper proposed the smart appliance management system for recognizing of electric appliances in home network, which can measure the power consumption of household appliances through a current sensing device. The characteristics and categories of related electric appliances are established, and this system could search the corresponding cluster data and eliminates noise for recognition functionality and error detection mechanism of electric appliances by applying the current clustering algorithm. At the same time, this system integrates household appliance control network services to control them based on users' power consumption plans, thus realizing a bidirectional monitoring service. In practical tests, the system reached a recognition rate of 95%, and could successfully control general household appliances in home network.

原文English
主出版物標題Green Communications and Networking - First International Conference, GreeNets 2011, Revised Selected Papers
頁面13-24
頁數12
DOIs
出版狀態Published - 2012 十一月 5
事件1st ICST International Conference on Green Communications and Networking, GreeNets 2011 - Colmar, France
持續時間: 2011 十月 52011 十月 7

出版系列

名字Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering
51 LNICST
ISSN(列印)1867-8211

Other

Other1st ICST International Conference on Green Communications and Networking, GreeNets 2011
國家France
城市Colmar
期間11-10-0511-10-07

指紋

Electric appliances
Home networks
Clustering algorithms
Domestic appliances
Electric power utilization
Error detection
Monitoring

All Science Journal Classification (ASJC) codes

  • Computer Networks and Communications

引用此文

Chen, S. Y., Lu, Y. S., & Lai, C-F. (2012). A smart appliance management system with current clustering algorithm in home network. 於 Green Communications and Networking - First International Conference, GreeNets 2011, Revised Selected Papers (頁 13-24). (Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering; 卷 51 LNICST). https://doi.org/10.1007/978-3-642-33368-2_2
Chen, Shih Yeh ; Lu, Yu Sheng ; Lai, Chin-Feng. / A smart appliance management system with current clustering algorithm in home network. Green Communications and Networking - First International Conference, GreeNets 2011, Revised Selected Papers. 2012. 頁 13-24 (Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering).
@inproceedings{ee0c83b88f03400a8738451d93316e71,
title = "A smart appliance management system with current clustering algorithm in home network",
abstract = "Due to the variety of household electric devices and different power consumption habits of consumers at present, it is a challenge to identify various electric appliances without any presetting. This paper proposed the smart appliance management system for recognizing of electric appliances in home network, which can measure the power consumption of household appliances through a current sensing device. The characteristics and categories of related electric appliances are established, and this system could search the corresponding cluster data and eliminates noise for recognition functionality and error detection mechanism of electric appliances by applying the current clustering algorithm. At the same time, this system integrates household appliance control network services to control them based on users' power consumption plans, thus realizing a bidirectional monitoring service. In practical tests, the system reached a recognition rate of 95{\%}, and could successfully control general household appliances in home network.",
author = "Chen, {Shih Yeh} and Lu, {Yu Sheng} and Chin-Feng Lai",
year = "2012",
month = "11",
day = "5",
doi = "10.1007/978-3-642-33368-2_2",
language = "English",
isbn = "9783642333675",
series = "Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering",
pages = "13--24",
booktitle = "Green Communications and Networking - First International Conference, GreeNets 2011, Revised Selected Papers",

}

Chen, SY, Lu, YS & Lai, C-F 2012, A smart appliance management system with current clustering algorithm in home network. 於 Green Communications and Networking - First International Conference, GreeNets 2011, Revised Selected Papers. Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, 卷 51 LNICST, 頁 13-24, 1st ICST International Conference on Green Communications and Networking, GreeNets 2011, Colmar, France, 11-10-05. https://doi.org/10.1007/978-3-642-33368-2_2

A smart appliance management system with current clustering algorithm in home network. / Chen, Shih Yeh; Lu, Yu Sheng; Lai, Chin-Feng.

Green Communications and Networking - First International Conference, GreeNets 2011, Revised Selected Papers. 2012. p. 13-24 (Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering; 卷 51 LNICST).

研究成果: Conference contribution

TY - GEN

T1 - A smart appliance management system with current clustering algorithm in home network

AU - Chen, Shih Yeh

AU - Lu, Yu Sheng

AU - Lai, Chin-Feng

PY - 2012/11/5

Y1 - 2012/11/5

N2 - Due to the variety of household electric devices and different power consumption habits of consumers at present, it is a challenge to identify various electric appliances without any presetting. This paper proposed the smart appliance management system for recognizing of electric appliances in home network, which can measure the power consumption of household appliances through a current sensing device. The characteristics and categories of related electric appliances are established, and this system could search the corresponding cluster data and eliminates noise for recognition functionality and error detection mechanism of electric appliances by applying the current clustering algorithm. At the same time, this system integrates household appliance control network services to control them based on users' power consumption plans, thus realizing a bidirectional monitoring service. In practical tests, the system reached a recognition rate of 95%, and could successfully control general household appliances in home network.

AB - Due to the variety of household electric devices and different power consumption habits of consumers at present, it is a challenge to identify various electric appliances without any presetting. This paper proposed the smart appliance management system for recognizing of electric appliances in home network, which can measure the power consumption of household appliances through a current sensing device. The characteristics and categories of related electric appliances are established, and this system could search the corresponding cluster data and eliminates noise for recognition functionality and error detection mechanism of electric appliances by applying the current clustering algorithm. At the same time, this system integrates household appliance control network services to control them based on users' power consumption plans, thus realizing a bidirectional monitoring service. In practical tests, the system reached a recognition rate of 95%, and could successfully control general household appliances in home network.

UR - http://www.scopus.com/inward/record.url?scp=84869594237&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=84869594237&partnerID=8YFLogxK

U2 - 10.1007/978-3-642-33368-2_2

DO - 10.1007/978-3-642-33368-2_2

M3 - Conference contribution

AN - SCOPUS:84869594237

SN - 9783642333675

T3 - Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering

SP - 13

EP - 24

BT - Green Communications and Networking - First International Conference, GreeNets 2011, Revised Selected Papers

ER -

Chen SY, Lu YS, Lai C-F. A smart appliance management system with current clustering algorithm in home network. 於 Green Communications and Networking - First International Conference, GreeNets 2011, Revised Selected Papers. 2012. p. 13-24. (Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering). https://doi.org/10.1007/978-3-642-33368-2_2