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Author

Yu-Ao Wu

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Sep 2026

Vibration signal transformation-based fault diagnosis for wind turbine gearboxes considering deep feature optimization

To address diagnostic challenges in feature extraction and parameter tuning for wind turbine gearboxes, this study proposes a diagnostic model that integrates the Gramian angular field, a convolutional neural network, and a least-squares support vector machine optimized by the dream optimization algorithm. First, Grami...

Zhi-Hao Fan, Mi-Nan Tang, Han-Ting Li et al. · 0 citations
Jul 2026

Adaptive variational mode decomposition with attention-guided deep learning for multi-source fault diagnosis of wind turbine rotor imbalance

A hybrid diagnostic framework integrating the Ivy algorithm-optimized variational mode decomposition with an attention-enhanced temporal convolutional network and support vector machine classifier is proposed, confirming the framework’s high accuracy and generalization capability for multi-source rotor imbalance identi...

Mi-Nan Tang, Yue Pan, Yu-Ao Wu et al. · 0 citations

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