Laxkar, Dr. Pradeep. “THE ROLE OF MACHINE LEARNING(ML)-DRIVEN-DIGITAL TWINS FOR SMART MANUFACTURING PREDICTIVE MAINTENANCE: A REVIEW”. Journal of Global Research in Mathematical Archives(JGRMA), vol. 12, no. 11, Nov. 2025, pp. 75-83, https://www.jgrma.com/index.php/jgrma/article/view/695.