TY  - JOUR
AU  - Barbara, Cannas
AU  - Sara, Carcangiu
AU  - Carta, Daniele
AU  - Alessandra, Fanni
AU  - Carlo, Muscas
AU  - Giuliana, Sias
AU  - Beatrice, Canetto
AU  - Luca, Fresi
AU  - Paolo, Porcu
TI  - NILM techniques applied to a real-time monitoring system of the electricity consumption
JO  - Acta IMEKO
VL  - 10
IS  - 2
SN  - 0237-028X
CY  - Braunschweig
M1  - FZJ-2021-02875
SP  - 139-146
PY  - 2021
AB  - Non-Intrusive Load Monitoring (NILM) allows providing appliance-level electricity consumption information and decomposing the overall power consumption by using simple hardware (one sensor) with a suitable software. This paper presents a low-frequency NILM-based monitoring system suitable for a typical house. The proposed solution is a hybrid event-detection approach including an event-detection algorithm for devices with a finite number of states and an auxiliary algorithm for appliances characterized by complex patterns. The system was developed using data collected at households in Italy and tested also with data from BLUED, a widely used dataset of real-world power consumption data. Results show that the proposed approach works well in detecting and classifying what appliance is working and its consumption in complex household load dataset.
LB  - PUB:(DE-HGF)16
DO  - DOI:10.21014/acta_imeko.v10i2.1054
UR  - https://juser.fz-juelich.de/record/893851
ER  -