SARWAR, Amna; AHMED , Usama; MUSTAFA, Muzzamil; MUZZAFFAR, Muneeb Ali; HASAN, Muhammad Zulkifl; HUSSAIN, Muhammad Zunnurain. Harnessing Machine Learning for Predictive Maintenance in IoT-Based Smart Manufacturing Environments. UMT Artificial Intelligence Review, [S. l.], v. 4, n. 2, p. 1–21, 2025. DOI: 10.32350/umt-air.42.01. Disponível em: https://journals.umt.edu.pk/index.php/UMT-AIR/article/view/5815. Acesso em: 6 jun. 2026.