Non-intrusive load monitoring and supplementary techniques for home energy management

Bahman Naghibi; Sara Deilami

doi:10.1109/AUPEC.2014.6966647

Non-intrusive load monitoring and supplementary techniques for home energy management

Bahman Naghibi, Sara Deilami

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

11 Citations (Scopus)

Abstract

The emerging smart grid technologies and rapid installations of smart meters is encouraging many consumers to implement home energy management systems (HEMSs) in order to decrease their electric utility bills and increase the efficiency of energy consumption. Intrusive load monitoring (ILM) and non-intrusive load monitoring (NILM) are two approaches in the literature for appliance load monitoring (ALM) that make it possible for HEMSs to optimize energy utilization. However, most researchers have addressed NILM as the more practical option. In this paper, three basic methods for NILM are presented and supplementary techniques for improving the accuracy of NILM are discussed and compared. In addition, future research directions and challenges are highlighted.

Original language	English
Title of host publication	2014 Australasian Universities Power Engineering Conference
Subtitle of host publication	AUPEC 2014 proceedings
Editors	A. Abu-Siada, M. A. S. Masoum
Place of Publication	Piscataway, NJ
Publisher	Institute of Electrical and Electronics Engineers (IEEE)
Pages	1-5
Number of pages	5
ISBN (Electronic)	9780646923758
DOIs	https://doi.org/10.1109/AUPEC.2014.6966647
Publication status	Published - 2014
Externally published	Yes
Event	24th Australasian Universities Power Engineering Conference, AUPEC 2014 - Perth, Australia Duration: 28 Sept 2014 → 1 Oct 2014

Other

Other	24th Australasian Universities Power Engineering Conference, AUPEC 2014
Country/Territory	Australia
City	Perth
Period	28/09/14 → 1/10/14

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10.1109/AUPEC.2014.6966647

Cite this

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title = "Non-intrusive load monitoring and supplementary techniques for home energy management",

abstract = "The emerging smart grid technologies and rapid installations of smart meters is encouraging many consumers to implement home energy management systems (HEMSs) in order to decrease their electric utility bills and increase the efficiency of energy consumption. Intrusive load monitoring (ILM) and non-intrusive load monitoring (NILM) are two approaches in the literature for appliance load monitoring (ALM) that make it possible for HEMSs to optimize energy utilization. However, most researchers have addressed NILM as the more practical option. In this paper, three basic methods for NILM are presented and supplementary techniques for improving the accuracy of NILM are discussed and compared. In addition, future research directions and challenges are highlighted.",

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language = "English",

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note = "24th Australasian Universities Power Engineering Conference, AUPEC 2014 ; Conference date: 28-09-2014 Through 01-10-2014",

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Naghibi, B & Deilami, S 2014, Non-intrusive load monitoring and supplementary techniques for home energy management. in A Abu-Siada & MAS Masoum (eds), 2014 Australasian Universities Power Engineering Conference: AUPEC 2014 proceedings., 314, Institute of Electrical and Electronics Engineers (IEEE), Piscataway, NJ, pp. 1-5, 24th Australasian Universities Power Engineering Conference, AUPEC 2014, Perth, Australia, 28/09/14. https://doi.org/10.1109/AUPEC.2014.6966647

Non-intrusive load monitoring and supplementary techniques for home energy management. / Naghibi, Bahman; Deilami, Sara.
2014 Australasian Universities Power Engineering Conference: AUPEC 2014 proceedings. ed. / A. Abu-Siada; M. A. S. Masoum. Piscataway, NJ: Institute of Electrical and Electronics Engineers (IEEE), 2014. p. 1-5 314.

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

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AU - Deilami, Sara

PY - 2014

Y1 - 2014

N2 - The emerging smart grid technologies and rapid installations of smart meters is encouraging many consumers to implement home energy management systems (HEMSs) in order to decrease their electric utility bills and increase the efficiency of energy consumption. Intrusive load monitoring (ILM) and non-intrusive load monitoring (NILM) are two approaches in the literature for appliance load monitoring (ALM) that make it possible for HEMSs to optimize energy utilization. However, most researchers have addressed NILM as the more practical option. In this paper, three basic methods for NILM are presented and supplementary techniques for improving the accuracy of NILM are discussed and compared. In addition, future research directions and challenges are highlighted.

AB - The emerging smart grid technologies and rapid installations of smart meters is encouraging many consumers to implement home energy management systems (HEMSs) in order to decrease their electric utility bills and increase the efficiency of energy consumption. Intrusive load monitoring (ILM) and non-intrusive load monitoring (NILM) are two approaches in the literature for appliance load monitoring (ALM) that make it possible for HEMSs to optimize energy utilization. However, most researchers have addressed NILM as the more practical option. In this paper, three basic methods for NILM are presented and supplementary techniques for improving the accuracy of NILM are discussed and compared. In addition, future research directions and challenges are highlighted.

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A2 - Abu-Siada, A.

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T2 - 24th Australasian Universities Power Engineering Conference, AUPEC 2014

Y2 - 28 September 2014 through 1 October 2014

ER -

Non-intrusive load monitoring and supplementary techniques for home energy management

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