Original ResearchPublished 5 December 2025Research on insulator contamination component identification based on neural networkYi Luo · Jin Liu · Yanyi Wang · Zijie Mei · Xuandong LiuFrontiers in Electronicsdoi 10.3389/felec.2025.1680502