I. Introduction
The power transformer is a critical equipment of the power system, and its reliable and stable operation is essential for the safety of the power grid. Transformer failure may lead to power outage, which will have a serious impact on economic development, manufacturing and daily life [1]. Data shows that transformer winding deformation is a primary factor leading to transformer failures [2]. Therefore, it is of great significance to implement effective detection methods to find winding deformation in time, preventing further deterioration and ensure the safe operation of transformers.