A threepiecewise linear continuous neuronal model is discussed in this paper. The existence conditions for persistence bifurcation and nonsmooth fold bifurcation in the boundary equilibrium point are theoretically analyzed. In addition, periodic solutions across the double switching boundaries can be observed by numerical simulation. Finally, the effect of slowly varying periodic external stimulation on the boundary bifurcation and the periodic bursting of the system is explored.