Original ResearchPublished 5 June 2026Research on transformer fault diagnosis and early warning technology based on digital twinsKaibo Hu · Lifeng Yu · Wuyin Gu · Kefeng Qian · Jiahe SunFrontiers in Smart Gridsdoi 10.3389/frsgr.2026.1774205