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A Dual-Channel Fault Diagnosis Method for Rolling Bearings Based on VMD-BiGRU and GADF-ResNet-CBAM

To address the drawbacks of traditional convolutional neural network-based rolling bearing fault diagnosis techniques, including poor feature extraction, low diagnostic accuracy, and poor generalization capability, a dual-channel rolling bearing fault diagnosis model based on VMD-BiGRU and GADF-ResN...

Ausführliche Beschreibung

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Bibliografische Detailangaben
Hauptverfasser: Maoyuan Niu, Xiaojing Wan, Yuzhou Sheng
Format: Artigo
Sprache:Inglês
Veröffentlicht: MDPI AG 2026-05-01
Schriftenreihe:Applied Sciences
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Online-Zugang:https://www.mdpi.com/2076-3417/16/10/4968
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