Unegbu, H. and YAWAS, D. 2025. Physics-Informed Neural Networks for Predictive Maintenance in Nigerian Hydropower Infrastructure. IJIMCE : International Journal of Innovation in Mechanical Construction and Energy. 2, 3 (Nov. 2025), 118–137. DOI:https://doi.org/10.24036/ijimce.v2i3.72.