“…This can be obtained by the use of artificial intelligence methods and techniques, which are nowadays also popular in the diagnostics of IM drives [16,17]. Different structures of neural networks (NNs) have been used in the detection of electric motor faults, e.g., multi-layer perceptron (MLP) [5,8,10,[18][19][20][21], general regression neural network [21,22], self-organizing networks [23,24], adaptive neuro-fuzzy inference system (neuro-fuzzy inference) [25], and the following deep neural network (DNN) models: deep Boltzmann machines, deep belief networks and stacked auto-encoders [26], convolutional neural network [27][28][29][30] and one-dimensional convolutional neural networks (CNN) [3,31].…”