A multiple models neural network decoupling controller is designed to control the multivariable nonlinear discrete time system.

Multiple models were set up to cover the parameter uncertainty of a discrete time system with bounded disturbance and uncertain parameters.

In this thesis, we mainly study the ruin probabilities in finite time and the ruin probabilities in infinite time in two generalized discrete time risk models.