Fault sample augmentation method: Integrating adaptive signal reconstruction and multi-scale stochastic quantization
Transactions of the Institute of Measurement and Control
Published online on August 09, 2026
Abstract
Transactions of the Institute of Measurement and Control, Ahead of Print.
To address the challenges of insufficient abnormal samples, data imbalance, and poor generalization in industrial fault diagnosis, this study proposes a universal fault sample augmentation framework integrating adaptive signal reconstruction and multi-...
To address the challenges of insufficient abnormal samples, data imbalance, and poor generalization in industrial fault diagnosis, this study proposes a universal fault sample augmentation framework integrating adaptive signal reconstruction and multi-...