“…In recent literature [181][182][183][184][185][186][187][188][189][190], the extraction of fault features from different signals in both induction and PM machines was typically satisfied. However, redundancy in fault detection systems by adding search coil, [188], the need for additional measurement system [186], underestimation of fault and non-sinusoidal armature flux linkage harmonics as well as the adverse effect of unbalance in the supply voltage [185], underestimation of non-stationary behavior of fault on the reference voltage as well as the poor results during transients [183], poor result during transients [190], computational complexity [184], the tuning of the lowpass filters, nonlinearities in the reference system and inherit asymmetric of drive system [187] , the need for large volume of training data [182], unsuitability for online application [189] are some of the limitations that exists in these methods.…”