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Energy Disaggregation of Type I and II Loads by Means of Birch Clustering and Watchdog Timers

A non-intrusive load monitoring (NILM) process is intended to allow for the separation of individual appliances from an aggregated energy reading in order to estimate the operation of individual loads. In the past, electricity meters specified only active power readings, for billing purposes, thus l...

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Principais autores: Amitay Kligman, Arbel Yaniv, Yuval Beck
Format: Artigo
Sprog:Inglês
Udgivet: MDPI AG 2023-03-01
Serier:Energies
Fag:
balanced iterative reducing and clustering using hierarchies (BIRCH)
clustering algorithms
load-disaggregation
non-intrusive load monitoring (NILM)
smart grid
smart metering
Online adgang:https://www.mdpi.com/1996-1073/16/7/3027
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