Sarwar, A.; Ahmed , U.; Mustafa, M.; Muzzaffar, M. A.; Hasan, M. Z.; Hussain, M. Z. Harnessing Machine Learning for Predictive Maintenance in IoT-Based Smart Manufacturing Environments. UMT-AIR 2025, 4, 1-21.