Home appliance load disaggregation using cepstrum-smoothing-based method

Seongbae Kong, Youngwook Kim, Rakkyung Ko, Sung-Kwan Joo

Research output: Contribution to journalArticle

33 Citations (Scopus)

Abstract

Various load disaggregation methods have been developed for monitoring home appliance loads to save energy in a smart home. Most of load disaggregation methods are designed to focus on the on/off events of single appliance. In reality, however, multiple appliances can be turned on/off simultaneously. Load disaggregation can be complicated by the simultaneous on/off events of multiple appliances. This paper presents a cepstrum-smoothing-based load disaggregation method to effectively deal with the simultaneous on/off events of multiple appliances. Further, a data acquisition system is developed to obtain only the characteristic signals of appliances and to filter the noise inputted from the power supply. Test results are provided to demonstrate the effectiveness of the proposed cepstrumsmoothing- based load disaggregation method1.

Original languageEnglish
Article number7064107
Pages (from-to)24-30
Number of pages7
JournalIEEE Transactions on Consumer Electronics
Volume61
Issue number1
DOIs
Publication statusPublished - 2015 Feb 1

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Domestic appliances
Data acquisition
Monitoring

Keywords

  • Cepstrum Smoothing
  • Load Disaggregation
  • Non-intrusive Load Monitoring
  • Signal Features

ASJC Scopus subject areas

  • Media Technology
  • Electrical and Electronic Engineering

Cite this

Home appliance load disaggregation using cepstrum-smoothing-based method. / Kong, Seongbae; Kim, Youngwook; Ko, Rakkyung; Joo, Sung-Kwan.

In: IEEE Transactions on Consumer Electronics, Vol. 61, No. 1, 7064107, 01.02.2015, p. 24-30.

Research output: Contribution to journalArticle

Kong, Seongbae ; Kim, Youngwook ; Ko, Rakkyung ; Joo, Sung-Kwan. / Home appliance load disaggregation using cepstrum-smoothing-based method. In: IEEE Transactions on Consumer Electronics. 2015 ; Vol. 61, No. 1. pp. 24-30.
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