Non-intrusive load monitoring based on time-enhanced multidimensional feature visualization

Abstract In the research of non-intrusive load monitoring (NILM), the temporal characteristics of V–I trajectories are often overlooked, and using a single feature for identification may lead to insignificant differences between similar loads. Based on this, this paper proposes a non-intrusive load...

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Bibliographic Details
Main Authors: Tie Chen, Yimin Yuan, Jiaqi Gao, Shinan Guo, Pingping Yang
Format: Article
Language:English
Published: Nature Portfolio 2025-02-01
Series:Scientific Reports
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Online Access:https://doi.org/10.1038/s41598-025-89191-x
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