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

Naghibi, Bahman; Deilami, Sara

doi:10.1109/AUPEC.2014.6966647

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Authors

Naghibi, Bahman

Deilami, Sara

Date

2014

Type

Conference Paper

Metadata

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Citation

Naghibi, B. and Deilami, S. 2014. Non-intrusive load monitoring and supplementary techniques for home energy management, in Australasian Universities Power Engineering Conference, AUPEC 2014, Sep 28 2014. Perth, Australia: IEEE.

Source Title

Power Engineering Conference (AUPEC), 2014 Australasian Universities, IEEE Xplore

Source Conference

Australasian Universities Power Engineering Conference, AUPEC 2014

DOI

10.1109/AUPEC.2014.6966647

School

Department of Electrical and Computer Engineering

URI

http://hdl.handle.net/20.500.11937/5692

Collection

Curtin Research Publications

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.