New Appliance Signatures for NILM Based on Mono-Fractal Features and Multi-Fractal Formalism

New Appliance Signatures for NILM Based on Mono-Fractal Features and Multi-Fractal Formalism

Smart energy management demands better ways to understand the energy consumption of buildings. Nonintrusive Load Monitoring (NILM) is an emerging technique that disaggregates total building consumption to individual appliances. However, low-power appliances pose a challenge as they exhibit similar p...

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Bibliographic Details
Main Authors: Anam Mughees, Muhammad Kamran, Neelam Mughees, Abdullah Mughees, Krzysztof Ejsmont
Format: Article
Language:English
Published: IEEE 2024-01-01
Series:IEEE Access
Subjects:
Non-intrusive load monitoring
current transients
multifractal formalism
fractal dimension
appliance classification
feature extraction
Online Access:https://ieeexplore.ieee.org/document/10630526/
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