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P. Kavinkumar

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Review Open access Aug 2026

Machine Learning for Predictive Maintenance in Manufacturing

The findings reveal that ML algorithms significantly improve fault detection, Remaining Useful Life (RUL) estimation, and maintenance decision-making, but challenges related to data quality, model interpretability, cybersecurity, and integration with legacy systems continue to affect implementation effectiveness.

P. Siva, Sankar Shunmuga, Sundaram et al. · 0 citations

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