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Inverse physics-informed neural networks for fault diagnosis of friction pair in axial piston pump under imbalanced samples

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Measurement and Control

Published online on

Abstract

Measurement and Control, Ahead of Print.
Fault diagnosis of friction pairs in axial piston pumps is essential for ensuring the safe operation of hydraulic systems. However, deep learning-based diagnostic methods are often limited by scarce and imbalanced fault samples, while conventional ...