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Multi-scale temporal modeling and adaptive channel fusion framework for fault diagnosis of hydraulic systems

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Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science

Published online on

Abstract

Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science, Volume 240, Issue 10, Page 3747-3763, May 2026.
Accurate fault diagnosis of hydraulic systems is essential for ensuring safe and reliable industrial operation. To address challenges such as inconsistent sampling rates of multi-source sensor data, feature redundancy, and inefficient inter-channel fusion,...