Yiming Qin

Evidence-hierarchy audit of public DGA benchmarks for trustworthy AI-assisted transformer assessment

Dissolved gas analysis (DGA) is widely used for condition assessment of oil-immersed power transformers, but public-data artificial intelligence (AI) studies can overstate evidential reliability when labels are heterogeneous, samples overlap across benchmarks, or random splits ig...