Sep 2026
Deep convolutional neural network for bearing fault diagnosis using noise-reduced vibration signals
Sujit Kumar, Bam Bahadur Sinha
· Journal of the Brazilian Soc... · 0 citations
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Aug 2026
Hybrid EEMD-PCA and transformer-based deep learning approach for rotating bearing fault classification
Experimental validation shows that the proposed EEMD-PCA-Transformer method achieves 100% accuracy in identifying different bearing fault types, outperforming traditional techniques.
Sujit Kumar, Bam Bahadur Sinha
· Production Engineering · 0 citations
Jul 2026
An improved CNN–Transformer–ELM framework with residual shrinkage networks for bearing fault diagnosis
A robust and noise-resilient bearing fault diagnosis framework that integrates advanced signal processing with hybrid deep learning techniques is presented, demonstrating strong robustness and generalization capability.
Sujit Kumar, Manish Kumar, Bam Bahadur Sinha
· International Journal of Dyn... · 0 citations