Non-Intrusive Load Monitoring Based on the Combination of Gate-Transformer and CNN

Non-Intrusive Load Monitoring Based on the Combination of Gate-Transformer and CNN

Non-intrusive load monitoring (NILM) is the practice of estimating power consumption of a single household appliance using data from a total power meter of the user’s house. The transformer model has emerged as a popular method for handling NILM problems. However, with the increase in data from elec...

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Bibliographic Details
Main Authors: Zhoupeng Zai, Sheng Zhao, Zhengjiang Zhang, Haolei Li, Nianqi Sun
Format: Article
Language:English
Published: MDPI AG 2023-06-01
Series:Electronics
Subjects:
non-intrusive load monitoring
gate-transformer
gating mechanism
convolutional neural network
generalization ability
Online Access:https://www.mdpi.com/2079-9292/12/13/2824

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