Title :
Appliance-level demand identification through signature analysis
Author :
Dhananjaya, W.A.K. ; Rathnayake, R.M.M.R. ; Samarathunga, S.C.J. ; Senanayake, C.L. ; Wickramarachchi, N.
Author_Institution :
Dept. of Electr. Eng., Univ. of Moratuwa, Katubedda, Sri Lanka
Abstract :
Appliance specific load monitoring is very useful in energy management solutions that are becoming a challenging task with growing energy demand. It facilitates appliance recognition and load monitoring such that optimum resource utilization can be achieved by correct appliance scheduling. In this paper we present a study of non-intrusive load recognition using steady state appliance signatures for identifying commonly used household appliances. Current harmonics, active and reactive power components acquired from data loggers are used as appliance signature in this study. This analysis enables the capability of providing detailed information on appliances in use and consumers could benefit from customized energy management recommendations. Also, suppliers could implement smart metering technology introducing appliance level information as well. We propose algorithms for non-intrusive load recognition using combination of several methods and techniques. It was seen that a higher accuracy of identification could be achieved when a combination of techniques are used rather than using a single technique.
Keywords :
data loggers; domestic appliances; energy management systems; reactive power; smart meters; active power component; appliance recognition; appliance-level demand identification; correct appliance scheduling; data logger; energy management solution; household appliance; load monitoring; non-intrusive load recognition; reactive power component; smart metering technology; steady state appliance signature analysis; Accuracy; Algorithm design and analysis; Current measurement; Harmonic analysis; Home appliances; Monitoring; Reactive power; appliance signature; demand identification; harmonic analysis; signature analysis;
Conference_Titel :
Moratuwa Engineering Research Conference (MERCon), 2015
Conference_Location :
Moratuwa
DOI :
10.1109/MERCon.2015.7112323