“…These systems are generally subject to many faults which affect and degrade their insulation levels, it emerges from the results of the statistical study of transformer failures that these systems (insulators) are the main cause of failure of power transformers [ 4 , 5 ]. The degradation of the insulation system is due to a harmful phenomenon called partial discharge (PD) [ [6] , [7] , [8] , [9] , [10] ]. The PD level is closely related to the insulation level of a transformer, which is why monitoring PD provides information on the condition of the insulation system [ [11] , [12] , [13] , [14] ].…”