A Nonintrusive Load Identification Method Based on Improved Gramian Angular Field and ResNet18

Image classification methods based on deep learning have been widely used in the study of nonintrusive load identification. However, in the process of encoding the load electrical signals into images, how to fully retain features of the raw data and thus increase the recognizability of loads carried...

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Bibliographic Details
Main Authors: Jingqin Wang, Yufeng Wu, Liang Shu
Format: Article
Language:English
Published: MDPI AG 2023-06-01
Series:Electronics
Subjects:
Online Access:https://www.mdpi.com/2079-9292/12/11/2540