Load Disaggregation Based on Time Window for HEMS Application

Load Disaggregation Based on Time Window for HEMS Application

This work investigates the efficiency of the process of load disaggregation, considering only the values of active power. To perform the task, we use data collected from the NILM (Non-Intrusive Load Monitoring) measurement method, presented in the Rainforest Automation Energy Dataset (RAE) and Refer...

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Bibliographic Details
Main Authors: Dimas Augusto Mendes Lemes, Thales Wulfert Cabral, Gustavo Fraidenraich, Luis Geraldo Pedroso Meloni, Eduardo Rodrigues De Lima, Fernando Bauer Neto
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Access
Subjects:
Artificial intelligence in power systems
load disaggregation
PCA
time window
machine learning algorithms
HEMS
Online Access:https://ieeexplore.ieee.org/document/9425516/

Internet

https://ieeexplore.ieee.org/document/9425516/

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