Dynamical systems used for the modeling of biological networks (such as gene regulatory networks or metabolic networks) are generally based on Ordinary Differential Equations (ODE`s). Although nonlinear ODE`s are commonly used in Systems Biology, their identification and estimation from real data remain a difficult task because of the high number of parameters to estimate compared with the relatively few number of observations.