Application of a general regression neural network for health index calculation of power transformers

•Power transformer overall condition assessment based on a health index score.•A quantitative health index calculation of transformers based on six key measurements.•Application of a general regression model for health index calculation of power transformers.•Introduction of a non-parametric approach for health index calculation of transformers.•Highlight the strengths, limitations and scope of existing methods.