The coupling effect of two different frequency scales between the exciting frequency and the natural frequency of the ShimizuMorioka system with slow-varying periodic excitation is investigated. First, based on the analysis of the equilibrium states, homoclinic bifurcation, fold bifurcation, and supercritical Hopf bifurcation are observed in the system under a certain parameter condition. When the exciting frequency is much smaller than the natural frequency, we can regard the periodic excitation as a slowvarying parameter. Second, complicated dynamic behaviors are analyzed when the slow-varying parameter passes through different bifurcation points, of which the mechanisms of four different bursting patterns, namely, symmetric "homoclinic/homoclinic" bursting oscillation, symmetric "fold/Hopf" bursting oscillation, symmetric "fold/fold" bursting oscillation, and symmetric "Hopf/Hopf" bursting oscillation via "fold/fold" hysteresis loop, are revealed with different values of the parameter by means of the transformed phase portrait. Finally, we can find that the time interval between two symmetric adjacent spikes of bursting oscillations exhibits dependency on the periodic excitation frequency.