Acquah, E. 2026. Machine Learning for Partial Discharge Detection in High-Voltage Electrical Infrastructure: A Comprehensive Review of Predictive Maintenance Applications. Journal of Power, Energy, and Control. 3, 1 (Jun. 2026), 79–101. DOI:https://doi.org/10.62777/pec.v3i1.119.