Title :
Literature review of power disaggregation
Author :
Jiang, Lei ; Li, Jiaming ; Luo, Suhuai ; Jin, Jesse ; West, Sam
Author_Institution :
Sch. of DCIT, Univ. of Newcastle, Newcastle, NSW, Australia
Abstract :
There are mainly two classes of approaches in power disaggregation, including Intrusive Load Monitoring (ILM) and Nonintrusive Load Monitoring (NILM). This paper presents the literature review on the NILM approaches. NILM is a process for detecting changes in the voltage and current going through a house, deducing what appliances are used in the house, as well as their individual energy consumption, with a single set of sensors. Different strategies and approaches for NILM systems have been developed over the past thirty years. This paper reviews the current state of the algorithms and systems of NILM. The paper points out that NILM can be utilised presently on available commercial devices and provides meaningful feedback. Our vision on the future of NILM is also summarized.
Keywords :
domestic appliances; electric sensing devices; energy consumption; monitoring; NILM systems; energy consumption; intrusive load monitoring system; nonintrusive load monitoring system; power disaggregation; sensors; Harmonic analysis; Home appliances; Monitoring; Power system harmonics; Support vector machines; Transient analysis; Wavelet transforms;
Conference_Titel :
Modelling, Identification and Control (ICMIC), Proceedings of 2011 International Conference on
Conference_Location :
Shanghai
DOI :
10.1109/ICMIC.2011.5973672