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Author

Zhihao Fan

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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
Aug 2026

Fault diagnosis of wind turbine gearboxes using SABO-optimised VMD and CNN-SVM integrated model

A gearbox fault diagnosis method that integrates variational mode decomposition optimised by the subtraction-average-based optimiser (SABO) with a classification framework combining convolutional neural network (CNN) and support vector machine (SVM), which achieves a diagnostic accuracy of 96.43%, significantly outperf...

Minan Tang, Zhi-Hao Fan, Jinping Li et al. · 0 citations

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