DocumentCode
3755264
Title
A novel approach for home appliances identification using Vector Projection Length and Stockwell Transform
Author
Vinicius P. Borin;Carlos H. Barriquello;M?rio L. da Silva Martins;Alexandre Campos
Author_Institution
GEDRE Research Group - Electrical Engineering Post Graduation Program (PPGEE), Federal University of Santa Maria (UFSM), RS, Brasil
fYear
2015
Firstpage
1
Lastpage
6
Abstract
Identification of residential electrical appliances has been a highlight area of research in recent years due to increasing energy consumption in the residential sector around the world. This paper addressed a novel method for recognition of electrical appliances. Thus, it is proposed to apply the Stockwell Transform, a time-frequency domain transform, into current data collected from 17 commonly present electrical appliances in our houses. With these data, we applied an image pattern recognition technique, called Vector Projection Length. In this case, the idea is to recognize patterns in the appliances transformed into time-frequency domain. An extensive analysis technique simulation is presented here, showing the variation of the technical parameters and their influence on the results of identification.
Keywords
"Home appliances","Training","Time-frequency analysis","Electrical products","Energy consumption","Wavelet transforms"
Publisher
ieee
Conference_Titel
Power Electronics Conference and 1st Southern Power Electronics Conference (COBEP/SPEC), 2015 IEEE 13th Brazilian
Type
conf
DOI
10.1109/COBEP.2015.7420171
Filename
7420171
Link To Document