Model error analysis in nonlinear system identification using neural networks (II) - the effect of noise in stochastic dynamical system

The effect of noise on the model multi-step prediction is discussed for identifying a stochastic system including simple system noise. The drawback of the series - parallel scheme used in system including simple output noise is pointed out and the arbitrary approximation property under the parallel scheme is proved.