DocumentCode :
581403
Title :
Event detection for Non Intrusive load monitoring
Author :
Anderson, Kyle D. ; Bergés, Mario E. ; Ocneanu, Adrian ; Benitez, Diego ; Moura, José M P
Author_Institution :
Dept. of Electr. & Comput. Eng., Carnegie Mellon Univ., Pittsburgh, PA, USA
fYear :
2012
fDate :
25-28 Oct. 2012
Firstpage :
3312
Lastpage :
3317
Abstract :
Monitoring electricity consumption in the home is an important way to help reduce energy usage and Non-Intrusive Load Monitoring (NILM) techniques are a promising approach to obtain estimates of the electrical power consumption of individual appliances from aggregate measurements of voltage and/or current in the distribution system. In this paper, we discuss event detection algorithms used in the NILM literature and propose new metrics for evaluating them. In particular, we introduce metrics that incorporate information contained in the power signal instead of strict detection rates. We show that this information is important for NILM applications with the goal of improving appliance energy disaggregation. Our work was carried out on a publicly-available week-long dataset of real residential power usage.
Keywords :
domestic appliances; electric current measurement; electric sensing devices; power consumption; voltage measurement; NILM technique; appliance energy disaggregation; current measurement; distribution system; electrical power consumption estimation; electricity consumption monitoring; energy usage reduction; event detection algorithm; nonintrusive load monitoring; publicly-available week-long dataset; real residential power usage; voltage measurement; Detection algorithms; Detectors; Electricity; Home appliances; Measurement; Monitoring; Power demand;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
IECON 2012 - 38th Annual Conference on IEEE Industrial Electronics Society
Conference_Location :
Montreal, QC
ISSN :
1553-572X
Print_ISBN :
978-1-4673-2419-9
Electronic_ISBN :
1553-572X
Type :
conf
DOI :
10.1109/IECON.2012.6389367
Filename :
6389367
Link To Document :
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