An overview of Non-intrusive load monitoring methodologies

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

doi:10.1109/CENCON.2015.7409513

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 proceeding › Conference contribution

28 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 language	English
Title of host publication	2015 IEEE Conference on Energy Conversion, CENCON 2015
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	54-59
Number of pages	6
ISBN (Electronic)	9781479985982
DOIs	https://doi.org/10.1109/CENCON.2015.7409513
Publication status	Published - 2015
Externally published	Yes
Event	2nd IEEE Conference on Energy Conversion, CENCON 2015 - Johor Bahru, Malaysia Duration: Oct 19 2015 → Oct 20 2015

Publication series

Name	2015 IEEE Conference on Energy Conversion, CENCON 2015

Conference

Conference	2nd IEEE Conference on Energy Conversion, CENCON 2015
Country/Territory	Malaysia
City	Johor Bahru
Period	10/19/15 → 10/20/15

Keywords

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

ASJC Scopus subject areas

Energy Engineering and Power Technology
Electrical and Electronic Engineering

Access to Document

10.1109/CENCON.2015.7409513

Cite this

Abubakar, I., Khalid, S. N., Mustafa, M. W., Shareef, H., & Mustapha, M. (2015). An overview of Non-intrusive load monitoring methodologies. In 2015 IEEE Conference on Energy Conversion, CENCON 2015 (pp. 54-59). Article 7409513 (2015 IEEE Conference on Energy Conversion, CENCON 2015). 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. et al.
2015 IEEE Conference on Energy Conversion, CENCON 2015. Institute of Electrical and Electronics Engineers Inc., 2015. p. 54-59 7409513 (2015 IEEE Conference on Energy Conversion, CENCON 2015).

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

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

@inproceedings{9fa07aebc7e84794a10a4b28cf250a8e,

title = "An overview of Non-intrusive load monitoring methodologies",

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.",

keywords = "Appliance signature, Artificial Intelligence, Nonintrusive Load Monitoring (NILM), Smart house, energy management",

author = "Isiyaku Abubakar and Khalid, {S. N.} and Mustafa, {M. W.} and Hussain Shareef and Mamunu Mustapha",

note = "Publisher Copyright: {\textcopyright} 2015 IEEE.; 2nd IEEE Conference on Energy Conversion, CENCON 2015 ; Conference date: 19-10-2015 Through 20-10-2015",

year = "2015",

doi = "10.1109/CENCON.2015.7409513",

language = "English",

series = "2015 IEEE Conference on Energy Conversion, CENCON 2015",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "54--59",

booktitle = "2015 IEEE Conference on Energy Conversion, CENCON 2015",

}

TY - GEN

T1 - An overview of Non-intrusive load monitoring methodologies

AU - Abubakar, Isiyaku

AU - Khalid, S. N.

AU - Mustafa, M. W.

AU - Shareef, Hussain

AU - Mustapha, Mamunu

PY - 2015

Y1 - 2015

N2 - 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.

AB - 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.

KW - Appliance signature

KW - Artificial Intelligence

KW - Nonintrusive Load Monitoring (NILM)

KW - Smart house

KW - energy management

UR - http://www.scopus.com/inward/record.url?scp=84964330532&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=84964330532&partnerID=8YFLogxK

U2 - 10.1109/CENCON.2015.7409513

DO - 10.1109/CENCON.2015.7409513

M3 - Conference contribution

AN - SCOPUS:84964330532

T3 - 2015 IEEE Conference on Energy Conversion, CENCON 2015

SP - 54

EP - 59

BT - 2015 IEEE Conference on Energy Conversion, CENCON 2015

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2nd IEEE Conference on Energy Conversion, CENCON 2015

Y2 - 19 October 2015 through 20 October 2015

ER -

An overview of Non-intrusive load monitoring methodologies

Abstract

Publication series

Conference

Keywords

ASJC Scopus subject areas

Access to Document

Other files and links

Fingerprint

Cite this