Title :
Real-time and low cost energy disaggregation of coarse meter data
Author :
Vogiatzis, Emmanouil ; Kalogridis, Georgios ; Denic, Stojan Z.
Author_Institution :
Telecommun. Res. Lab., Toshiba Res. Eur. Ltd., Bristol, UK
Abstract :
A novel real-time non-intrusive appliance load monitoring algorithm is introduced. By applying finite state machine training, dynamic appliance disaggregation, rule-based filtering and discrete Fourier analysis of coarse data, several improvements are achieved: 1) reduced appliance model training complexity as compared to existing algorithms, and 2) novel and augmented detection stage. The application of this algorithm on real world data demonstrates that efficiency does not have to be compromised by the relatively lower complexity.
Keywords :
discrete Fourier transforms; domestic appliances; finite state machines; power meters; training; NALM; appliance model training complexity; augmented detection stage; coarse meter data; discrete Fourier analysis; dynamic appliance disaggregation; finite state machine training; low cost energy disaggregation; realtime nonintrusive appliance load monitoring algorithm; rule-based filtering; Heuristic algorithms; Hidden Markov models; Home appliances; Noise; Real-time systems; TV; Training;
Conference_Titel :
Innovative Smart Grid Technologies Europe (ISGT EUROPE), 2013 4th IEEE/PES
Conference_Location :
Lyngby
DOI :
10.1109/ISGTEurope.2013.6695417