Efficient Design of Energy Disaggregation Model with BERT-NILM Trained by AdaX Optimization Method for Smart Grid

Efficient Design of Energy Disaggregation Model with BERT-NILM Trained by AdaX Optimization Method for Smart Grid

One of the basic conditions for the successful implementation of energy demand-side management (EDM) in smart grids is the monitoring of different loads with an electrical load monitoring system. Energy and sustainability concerns present a multitude of issues that can be addressed using approaches...

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Bibliographic Details
Main Authors: İsmail Hakkı Çavdar, Vahit Feryad
Format: Article
Language:English
Published: MDPI AG 2021-07-01
Series:Energies
Subjects:
energy disaggregation
deep learning
adaptive gradient descent optimization with exponential long-term memory
smart grid
Internet of things
GPUs
Online Access:https://www.mdpi.com/1996-1073/14/15/4649

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https://www.mdpi.com/1996-1073/14/15/4649

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