Myungchin Kim

Application and Performance Evaluation of a Physics-Informed Neural Network for Transformer Insulation Paper Degradation Prediction

Long-term operation of oil-immersed transformers degrades the internal insulation paper, making stable insulation performance difficult to maintain. This study evaluates a forward physics-informed neural network (PINN) for predicting the degree of polymerization (DP) of transform...