DocumentCode
116753
Title
Cepstrum smoothing-based feature extraction method for electric loads disaggregation
Author
Seongbae Kong ; Youngwook Kim ; Sung-Kwan Joo ; Jin Hak Kim
Author_Institution
Korea Univ., Seoul, South Korea
fYear
2014
fDate
10-13 Jan. 2014
Firstpage
290
Lastpage
291
Abstract
This paper presents Cepstrum smoothing-based feature extraction method to reduce the variation of the characteristic signals of home appliance for Nonintrusive Load Monitoring (NILM). In this paper, a data acquisition system is also developed to obtain only characteristic signals of appliances and to filter the noise inputted from the power supply. Testing results are provided to demonstrate the effectiveness of the proposed method.
Keywords
data acquisition; domestic appliances; feature extraction; power supply quality; smoothing methods; NILM; cepstrum smoothing; characteristic signals; data acquisition; electric loads disaggregation; feature extraction; home appliance; nonintrusive load monitoring; power supply; Cepstrum; Discrete Fourier transforms; Feature extraction; Home appliances; Monitoring; Noise; Smoothing methods;
fLanguage
English
Publisher
ieee
Conference_Titel
Consumer Electronics (ICCE), 2014 IEEE International Conference on
Conference_Location
Las Vegas, NV
ISSN
2158-3994
Print_ISBN
978-1-4799-1290-2
Type
conf
DOI
10.1109/ICCE.2014.6776009
Filename
6776009
Link To Document