I. Introduction
The power transformer is one of the most valuable and expensive pieces of equipment in a power substation; it is of significance to ensure its stable, reliable, and safe operation [1]. Core failure, overvoltage, aging of insulation, insulation failure, and winding deformation are the key factors affecting the occurrence of a transformer fault, even resulting in the outage of the transformer and power network. The statistics obtained by CIGRE working groups have revealed that the winding deformation fault causes one third of all transformer failures. Winding deformation is typically induced by winding electromagnetic force, where the force is the outcome of an external short-circuit (SC) current and internal magnetic field [2]–[4]. Besides, earthquake, careless transportation, aging of insulation material, and explosion of combustible gas in the transformer oil could also be reasons for giving rise to winding mechanical faults [5] –[7]. The ability of the transformer to guard against SC current will decrease considerably after the occurrence of a minor winding deformation fault; winding mechanical deformation faults and interturn SC faults are easily produced and develop simultaneously. Minor winding faults eventually develop into catastrophic failure if no steps are taken, which will result in the outage of the transformer and decrease the economic benefits. Thus, timely detection and diagnoses of winding deformation fault are required.