Fault diagnosis model for rotating machinery bearings combining 1D-GRU and 2D-ResNet-CBAM
Transactions of the Institute of Measurement and Control
Published online on December 11, 2025
Abstract
Transactions of the Institute of Measurement and Control, Ahead of Print.
This paper proposes a novel multimodal fault diagnosis method for rotating machinery based on a dual-branch 2D-ResNet-CBAM and 1D-GRU architecture. It simultaneously processes shaft trajectory images and vibration signals to leverage complementary spatial ...
This paper proposes a novel multimodal fault diagnosis method for rotating machinery based on a dual-branch 2D-ResNet-CBAM and 1D-GRU architecture. It simultaneously processes shaft trajectory images and vibration signals to leverage complementary spatial ...