Enhanced analog circuit fault diagnosis via continuous wavelet transform and dual-stream convolutional fusion

Enhanced analog circuit fault diagnosis via continuous wavelet transform and dual-stream convolutional fusion

Abstract Analog circuit fault diagnosis is crucial for ensuring the reliability and safety of electronic systems. To overcome the limitations of traditional methods, this study proposes a novel analog circuit fault diagnosis method based on Continuous Wavelet Transform (CWT) and Dual-Stream Convolut...

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Bibliographic Details
Main Authors: Zhiwen Hou, Jingrui Liu, Sijiu Yu
Format: Article
Language:English
Published: Nature Portfolio 2025-06-01
Series:Scientific Reports
Subjects:
Analog circuit fault diagnosis
Continuous wavelet transform
Dual-stream convolution
Attention mechanism
Feature extraction
Online Access:https://doi.org/10.1038/s41598-025-02596-6
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https://doi.org/10.1038/s41598-025-02596-6

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