I. Introduction
Large power transformers are crucial equipment in highvoltage transmission projects, and their safe and stable operation is of great significance to the entire transmission system. Transformers primarily utilize oil-paper composite insulation, and the performance of insulating oil directly affects the safety and reliability of the transformer[1–3]. According to CIGRE, one of the main causes of insulation faults in transformers with voltages of 400kV and above is the contamination of transformer oil by impurity particles [4]. Numerous studies indicate that due to material processing, mechanical vibrations, oil pump wear, and electrical-thermal aging, transformer oil inevitably gets contaminated by particles such as metals, fibers, and carbon, with over 90% being cellulose impurities [5–6]. Furthermore, cellulose impurities in oil, due to the porous structure of cellulose materials containing a significant amount of hemicellulose and hydroxyl groups, tend to absorb substantial amounts of moisture. Moisture-laden cellulose impurities, under the influence of an electric field, migrate, accumulate, and tend to form impurity bridges, posing a high risk of local discharge, insulation breakdown, and potentially causing severe insulation accidents [7–9].