An overview of Non-intrusive load monitoring methodologies

Isiyaku Abubakar, S. N. Khalid, M. W. Mustafa, Hussain Shareef, Mamunu Mustapha

Research output: Chapter in Book/Report/Conference proceedingConference contribution

11 Citations (Scopus)

Abstract

Load monitoring is essential in every energy consuming system. Traditional load monitoring system, which used to be intrusive in nature require the installation of sensor to every load of interest which makes the system to be costly and time consuming. Nonintrusive load monitoring (NILM) system uses the aggregated measurement at the utility service entry to identify and disaggregate the appliances connected in the building, which means only one set of sensors is required and it does not require entrance into the consumer premises. Having studied much and working in the area, this paper aim to provide a comprehensive review of the state of art of NILM, the different methods applied by researchers so far, before concluding with the future research direction, which include automatic home energy saving using NILM.

Original languageEnglish
Title of host publication2015 IEEE Conference on Energy Conversion, CENCON 2015
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages54-59
Number of pages6
ISBN (Print)9781479985982
DOIs
Publication statusPublished - 16 Feb 2016
Externally publishedYes
Event2nd IEEE Conference on Energy Conversion, CENCON 2015 - Johor Bahru, Malaysia
Duration: 19 Oct 201520 Oct 2015

Other

Other2nd IEEE Conference on Energy Conversion, CENCON 2015
CountryMalaysia
CityJohor Bahru
Period19/10/1520/10/15

Fingerprint

Monitoring
Sensors
Energy conservation

Keywords

  • Appliance signature
  • Artificial Intelligence
  • energy management
  • Nonintrusive Load Monitoring (NILM)
  • Smart house

ASJC Scopus subject areas

  • Energy Engineering and Power Technology
  • Electrical and Electronic Engineering

Cite this

Abubakar, I., Khalid, S. N., Mustafa, M. W., Shareef, H., & Mustapha, M. (2016). An overview of Non-intrusive load monitoring methodologies. In 2015 IEEE Conference on Energy Conversion, CENCON 2015 (pp. 54-59). [7409513] Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/CENCON.2015.7409513

An overview of Non-intrusive load monitoring methodologies. / Abubakar, Isiyaku; Khalid, S. N.; Mustafa, M. W.; Shareef, Hussain; Mustapha, Mamunu.

2015 IEEE Conference on Energy Conversion, CENCON 2015. Institute of Electrical and Electronics Engineers Inc., 2016. p. 54-59 7409513.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abubakar, I, Khalid, SN, Mustafa, MW, Shareef, H & Mustapha, M 2016, An overview of Non-intrusive load monitoring methodologies. in 2015 IEEE Conference on Energy Conversion, CENCON 2015., 7409513, Institute of Electrical and Electronics Engineers Inc., pp. 54-59, 2nd IEEE Conference on Energy Conversion, CENCON 2015, Johor Bahru, Malaysia, 19/10/15. https://doi.org/10.1109/CENCON.2015.7409513
Abubakar I, Khalid SN, Mustafa MW, Shareef H, Mustapha M. An overview of Non-intrusive load monitoring methodologies. In 2015 IEEE Conference on Energy Conversion, CENCON 2015. Institute of Electrical and Electronics Engineers Inc. 2016. p. 54-59. 7409513 https://doi.org/10.1109/CENCON.2015.7409513
Abubakar, Isiyaku ; Khalid, S. N. ; Mustafa, M. W. ; Shareef, Hussain ; Mustapha, Mamunu. / An overview of Non-intrusive load monitoring methodologies. 2015 IEEE Conference on Energy Conversion, CENCON 2015. Institute of Electrical and Electronics Engineers Inc., 2016. pp. 54-59
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