This paper investigates the dynamical behavior of coupled harmonic oscillators over jointly-connected topologies. It is assumed that every communication topology is not connected but jointly connected in the finite time. Some criteria for the leader-following synchronization of the coupled harmonic oscillators are established based on the linear algebra theory, Lyapunov stability theory and LaSalle invariant theory. Finally, numerical simulation further validates the correctness of the theoretical results.