“TRANSFORMING PREDICTIVE MAINTENANCE WITH MACHINE LEARNING: A COMPREHENSIVE REVIEW OF INNOVATIONS AND APPLICATIONS IN CENTRIFUGAL PUMPS”. Nigerian Journal of Technology, vol. 45, no. 1, Apr. 2026, pp. 101-22, https://doi.org/10.4314/njt.2026.5737.