A survey of machine learning and deep learning methods for vibration-based Bearing fault diagnosis: The need, challenges, and potential future research directions

Title: A survey of machine learning and deep learning methods for vibration-based Bearing fault diagnosis: The need, challenges, and potential future research directions

Author Name: Rohan Puntambekar, Pratyaksh Vyas, Ankit Thakkar, Dhaval Patel

Journal Name: Neurocomputing

Publisher: Science Direct

Volume: 659 (January, 2026)

Published Year: 23^rd September, 2025

DOI: https://doi.org/10.1016/j.neucom.2025.131628

Indexed in: Scopus & WoS

A survey of machine learning and deep learning methods for vibration-based Bearing fault diagnosis: The need, challenges, and potential future research directions

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A survey of machine learning and deep learning methods for vibration-based Bearing fault diagnosis: The need, challenges, and potential future research directions

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