November 17, 2025SensorsOpen Access

Intelligent Fault Diagnosis of Hydraulic Pumps Based on Multi-Source Signal Fusion and Dual-Attention Convolutional Neural Networks

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Intelligent fault diagnosis reveals improved performance in hydraulic pumps, suggesting better diagnostics in engineering applications.

Improved fault diagnosis performance in hydraulic pumps indicates a significant enhancement.
The method demonstrates enhanced performance through intelligent fault diagnosis using advanced techniques.
Analysis applied multi-source signal fusion and dual-attention convolutional neural networks for feature extraction.
The approach highlights promising engineering applications, showcasing advantages in diagnostic accuracy.

Jiang et al. (2025) studied this question.

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