Research on series arc fault detection method household loads based on voltage signals

Research on series arc fault detection method household loads based on voltage signals

Abstract In order to accurately detect series arc fault, this paper proposes a series arc fault detection method based on voltage signal which introduces inception with multi-scale parallel convolution operation, and combines bidirectional long short-term memory recurrent network (BiLSTM) with atten...

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Bibliographic Details
Main Authors: Bin Li, Jiahui Shu, Feifan Cui
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Series arc fault detection
Multi-scale parallel convolution operation
Wavelet transform
Principal component analysis dimensionality reduction
Bidirectional long short-term memory recurrent network
Self-attention
Online Access:https://doi.org/10.1038/s41598-025-12760-7
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https://doi.org/10.1038/s41598-025-12760-7

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