The main purpose of this thesis is to study nonlinear system characteristics by plotting the trajectories with a computer. In order to do this, the methods used in this thesis are reviewed briefly. The contributions of this thesis are that some of the three dimensional boundaries of RAS (region of asymptotic stability) are first obtained in this research work, and that for a third order system the relations between the Lyapunov function and the system trajectories can be realized.