• Vennila. P
• Maniraj. V

The use of predictive maintenance Machine learning techniques aid systems or machines in lowering the occurrence of certain types of machine failures via prediction and the use of specific methods. An essential tactic for improving the efficiency and reliability of industrial equipment and optimizing maintenance operations is predictive maintenance (PdM). Machine learning-based predictive maintenance helps businesses reduce unscheduled downtime, maintenance expenses, and operational efficiency by identifying and fixing potential equipment issues in advance.

Machine Learning, Jupiter, Proactive, Nonintrusive, Vibration, and Predictive Maintenance.

"Industrial IoT Machine Learning", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.11, Issue 11, page no.f192-f196, November-2024, Available :http://www.jetir.org/papers/JETIR2411520.pdf

"Industrial IoT Machine Learning", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.11, Issue 11, page no. ppf192-f196, November-2024, Available at : http://www.jetir.org/papers/JETIR2411520.pdf