I. Introduction
The reliability and efficiency of power distribution networks are fundamental to the continuous supply of electricity across various sectors. Distribution transformers play a pivotal role in these networks by stepping down the high-voltage electricity from transmission lines to usable lower voltage levels. However, despite their critical importance, distribution transformers are prone to frequent failures, which can lead to extended power outages, significant economic losses, and safety hazards. Such failures often arise from issues like overheating, electrical imbalances, oil contamination, and mechanical stress.