A smart socket-based multiple home appliance recognition approach over IoT architecture

研究成果: Article

4 引文 斯高帕斯(Scopus)

摘要

In recent years, Internet of Things (IoT) has received increased attention, and government and research institutions have actively cooperated in constructing IoT infrastructures. The discussions on IoT and home energy management systems have facilitated the development of appliance recognition technology, which assists users to effectively know electronic appliance usage, thus, further improving their decisions on power utilization. In consideration of the common power utilization habit of multiple electronic appliances, this study discussed multi-appliance recognition in the parallel state, i.e., appliance recognition for simultaneous use of multiple electronic appliances. This study proposed a design for an Appliance-oriented Home Energy Management (HEM) Platform based on the IoT architecture, where the service behaviors of electronic appliances are obtained from appliance detection, while energy management provides the service of integrating heterogeneous devices. The problem of the large data volume of current appliance recognition systems is solved by creating a database mechanism, appliance feature clustering, and a waveform recognition method. Different from the experimental environment of other recognition systems, parallel multi-appliance recognition and general user habits of power utilization were considered. Experiments in the routine habits of power utilization were conducted, with an average system precision rate of 92.07%, and an average single appliance recognition rate of 93.46%. The results proved that this study is highly feasible.

原文English
頁(從 - 到)1227-1238
頁數12
期刊Journal of Internet Technology
16
發行號7
DOIs
出版狀態Published - 2015 一月 1

All Science Journal Classification (ASJC) codes

  • Software
  • Computer Networks and Communications

指紋 深入研究「A smart socket-based multiple home appliance recognition approach over IoT architecture」主題。共同形成了獨特的指紋。

  • 引用此