The main limitation of the perceptron was its inability to solve nonlinear problems. Only years later, in 1974, the first non-linear processing capabilities of ANNs were reported and since then the interest of the scientific community increase exponentially boosted with the discovery of the backpropagation algorithm and with the increase in computational power together with the advances in computer technology.