Keywords: Wind speed prediction; Dynamic uncertainty; Stochastic nature; Single multiplicative neuron model; Iterated nonlinear filtersSMN, Single multiplicative neuron; ARMA, Autoregressive moving average; ANN, Artificial neural network; KRR, Kernel ridge regressi