Based on PCA and SSA-LightGBM oil-immersed transformer fault diagnosis method - Wang, Jizhong; Chi, Jianfei; Ding, Yeqiang; Yao, Haiyan; Guo, Qiang (PloS one, 2025)
Keywords: Accuracy; Algorithms; Biology and Life Sciences; Boosting Machine Learning Algorithms; Classification; Computer and Information Sciences; Diagnostic systems; Dimensional analysis; Dissolved gases; Electric transformers; Electrical engineering; Engineering and Technology; Fault diagnosis; Gases; Hydrocarbons; Medical diagnosis; Methods; Models, Theoretical; Neural networks; Oils & fats; Oils - chemistry; Optimization; Physical Sciences; Principal Component Analysis; Principal components analysis; Redundancy; Research and Analysis Methods; Standard scores; Standardization; Support vector machines; Testing; China