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Non-Intrusive Load Monitoring (NILM): A Systematic Review of Observability Regimes, Methods, and Evaluation Paradigms

This paper presents a systematic review of Non-Intrusive Load Monitoring (NILM), analyzing its scientific, methodological, and infrastructural evolution over more than three decades. Rather than being a taxonomic survey, this review develops a system-level synthesis in which NILM is conceptualized a...

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Principais autores: Esdras Battosti da Silva, Hiago Galindo De Almeida, Gabriel De Abreu Silva, Ruhan Pontes Policarpo De Souza, Cristiano Marcos Agulhari, Marcelo Favoretto Castoldi, Alessandro Goedtel, Wesley Angelino De Souza
Format: Artigo
Sprog:Inglês
Udgivet: IEEE 2026-01-01
Serier:IEEE Access
Fag:
Non-intrusive load monitoring
energy disaggregation
observability regimes
cyber-physical systems
deep learning
interpretability
Online adgang:https://ieeexplore.ieee.org/document/11402898/
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