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Lightweight rolling bearing fault diagnosis via multi-teacher knowledge distillation

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Transactions of the Institute of Measurement and Control

Published online on

Abstract

Transactions of the Institute of Measurement and Control, Volume 48, Issue 12, Page 3402-3413, August 2026.
To address the challenges of deploying deep learning models in resource-constrained environments and to ensure the compatibility between diagnostic accuracy and compression ratio, we propose a lightweight Multi-Teacher Knowledge Distillation Fault ...