LAPSE:2023.29353
Published Article
LAPSE:2023.29353
Identification of the State of Electrical Appliances with the Use of a Pulse Signal Generator
Augustyn Wójcik, Piotr Bilski, Robert Łukaszewski, Krzysztof Dowalla, Ryszard Kowalik
April 13, 2023
Abstract
The paper presents the novel HF-GEN method for determining the characteristics of Electrical Appliance (EA) operating in the end-user environment. The method includes a measurement system that uses a pulse signal generator to improve the quality of EA identification. Its structure and the principles of operation are presented. A method for determining the characteristics of the current signals’ transients using the cross-correlation is described. Its result is the appliance signature with a set of features characterizing its state of operation. The quality of the obtained signature is evaluated in the standard classification task with the aim of identifying the particular appliance’s state based on the analysis of features by three independent algorithms. Experimental results for 15 EAs categories show the usefulness of the proposed approach.
Keywords
load disaggregation, NILM, pulse generator, signature, transients
Suggested Citation
Wójcik A, Bilski P, Łukaszewski R, Dowalla K, Kowalik R. Identification of the State of Electrical Appliances with the Use of a Pulse Signal Generator. (2023). LAPSE:2023.29353
Author Affiliations
Wójcik A: Institute of Radioelectronics and Multimedia Technologies, Warsaw University of Technology, Nowowiejska 15/19, 00-665 Warsaw, Poland [ORCID]
Bilski P: Institute of Radioelectronics and Multimedia Technologies, Warsaw University of Technology, Nowowiejska 15/19, 00-665 Warsaw, Poland
Łukaszewski R: Institute of Radioelectronics and Multimedia Technologies, Warsaw University of Technology, Nowowiejska 15/19, 00-665 Warsaw, Poland [ORCID]
Dowalla K: Institute of Radioelectronics and Multimedia Technologies, Warsaw University of Technology, Nowowiejska 15/19, 00-665 Warsaw, Poland
Kowalik R: Institute of Electrical Power Engineering, Warsaw University of Technology, Koszykowa 75, 00-662 Warsaw, Poland [ORCID]
Journal Name
Energies
Volume
14
Issue
3
First Page
673
Year
2021
Publication Date
2021-01-28
ISSN
1996-1073
Version Comments
Original Submission
Other Meta
PII: en14030673, Publication Type: Journal Article
Record Map
Published Article

LAPSE:2023.29353
This Record
External Link

https://doi.org/10.3390/en14030673
Publisher Version
Download
Files
Apr 13, 2023
Main Article
License
CC BY 4.0
Meta
Record Statistics
Record Views
537
Version History
[v1] (Original Submission)
Apr 13, 2023
 
Verified by curator on
Apr 13, 2023
This Version Number
v1
Citations
Most Recent
This Version
URL Here
https://psecommunity.org/LAPSE:2023.29353
 
Record Owner
Auto Uploader for LAPSE
Links to Related Works
Directly Related to This Work
Publisher Version

[0.42 s]