Title :
A New Power Signature for Nonintrusive Appliance Load Monitoring
Author :
Huang, T.D. ; Wen-Sheng Wang ; Kuo-Lung Lian
Author_Institution :
Power & Energy Group, Nat. Taiwan Univ. of Sci. & Technol., Taipei, Taiwan
Abstract :
Nonintrusive appliance load monitoring (NIALM) method requires only one set of voltage and current sensors to be installed at the electrical service entry for load disaggregation and has attracted considerable research interests. NIALM´s identity accuracy is closely related to power signatures (PSs) of loads. The current waveform (CW) is a PS which is frequently used. In order to improve CW´s discrimination, this letter uses power theory to decompose CW to active and nonactive current. The experimental results indicate that the similarity between different appliances of the proposed PS is lower, compared with the CW and other PSs, leading to better load disaggregation.
Keywords :
load (electric); power system measurement; NIALM; current sensors; current waveform; electrical service entry; load disaggregation; nonintrusive appliance load monitoring; power signature; power signatures; voltage sensors; Ceramics; Indexes; Monitoring; Ovens; Resistance heating; Transient analysis; Current waveform (CW); nonintrusive appliance load monitoring (NIALM); power signatures (PSs); power theory; similarity;
Journal_Title :
Smart Grid, IEEE Transactions on
DOI :
10.1109/TSG.2015.2415456