“…In addition, the new generations of power transformers use low-loss amorphous material in their core, which can produce inrush currents with lower harmonics contents and higher magnitudes [5]. In such cases, some authors have modified the ratio of second harmonic to fundamental restraining criterion by using other ratios defined at a higher frequency [6]. While other researchers proposed hidden Markov's model [7], fuzzy-logic-based techniques [4,8], wave shaped recognition technique [1,9], and also artificial neural networks-(ANNs-) [10,11] based learning pattern approach to get better classification accuracy, low computational burden, and fast response of the relay.…”