Cepstrum smoothing-based feature extraction method for electric loads disaggregation

Seongbae Kong; Youngwook Kim; Sung Kwan Joo; Jin Hak Kim

doi:10.1109/ICCE.2014.6776009

Cepstrum smoothing-based feature extraction method for electric loads disaggregation

Seongbae Kong, Youngwook Kim, Sung Kwan Joo, Jin Hak Kim

School of Electrical Engineering

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

4 Citations (Scopus)

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.

Original language	English
Title of host publication	2014 IEEE International Conference on Consumer Electronics, ICCE 2014
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	290-291
Number of pages	2
ISBN (Print)	9781479912919
DOIs	https://doi.org/10.1109/ICCE.2014.6776009
Publication status	Published - 2014
Event	2014 IEEE International Conference on Consumer Electronics, ICCE 2014 - Las Vegas, NV, United States Duration: 2014 Jan 10 → 2014 Jan 13

Publication series

Name	Digest of Technical Papers - IEEE International Conference on Consumer Electronics
ISSN (Print)	0747-668X

Other

Other	2014 IEEE International Conference on Consumer Electronics, ICCE 2014
Country/Territory	United States
City	Las Vegas, NV
Period	14/1/10 → 14/1/13

ASJC Scopus subject areas

Industrial and Manufacturing Engineering
Electrical and Electronic Engineering

Access to Document

10.1109/ICCE.2014.6776009

Cite this

Kong, S., Kim, Y., Joo, S. K., & Kim, J. H. (2014). Cepstrum smoothing-based feature extraction method for electric loads disaggregation. In 2014 IEEE International Conference on Consumer Electronics, ICCE 2014 (pp. 290-291). Article 6776009 (Digest of Technical Papers - IEEE International Conference on Consumer Electronics). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICCE.2014.6776009

Cepstrum smoothing-based feature extraction method for electric loads disaggregation. / Kong, Seongbae; Kim, Youngwook; Joo, Sung Kwan et al.
2014 IEEE International Conference on Consumer Electronics, ICCE 2014. Institute of Electrical and Electronics Engineers Inc., 2014. p. 290-291 6776009 (Digest of Technical Papers - IEEE International Conference on Consumer Electronics).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Kong, S, Kim, Y, Joo, SK & Kim, JH 2014, Cepstrum smoothing-based feature extraction method for electric loads disaggregation. in 2014 IEEE International Conference on Consumer Electronics, ICCE 2014., 6776009, Digest of Technical Papers - IEEE International Conference on Consumer Electronics, Institute of Electrical and Electronics Engineers Inc., pp. 290-291, 2014 IEEE International Conference on Consumer Electronics, ICCE 2014, Las Vegas, NV, United States, 14/1/10. https://doi.org/10.1109/ICCE.2014.6776009

Kong S, Kim Y, Joo SK, Kim JH. Cepstrum smoothing-based feature extraction method for electric loads disaggregation. In 2014 IEEE International Conference on Consumer Electronics, ICCE 2014. Institute of Electrical and Electronics Engineers Inc. 2014. p. 290-291. 6776009. (Digest of Technical Papers - IEEE International Conference on Consumer Electronics). doi: 10.1109/ICCE.2014.6776009

Kong, Seongbae ; Kim, Youngwook ; Joo, Sung Kwan et al. / Cepstrum smoothing-based feature extraction method for electric loads disaggregation. 2014 IEEE International Conference on Consumer Electronics, ICCE 2014. Institute of Electrical and Electronics Engineers Inc., 2014. pp. 290-291 (Digest of Technical Papers - IEEE International Conference on Consumer Electronics).

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Cepstrum smoothing-based feature extraction method for electric loads disaggregation

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ASJC Scopus subject areas

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