The cluster motion of busy multiple elevators is considered to be one of the synchronization phenomena of autonomous oscillators. In this paper, we focus on the coupling interaction between elevators and investigated the difference in the elevators' dynamics during down peak when the elevators are isolated and when they are coupled, by using numerical simulation. Assuming that the coupling interaction between elevators is passengers who can ride in the earlier-arriving elevators, we introduce a control parameter that the rate of those passengers. We demonstrate that both the order parameter and round-trip time increase with the control parameter increase. Compared with the case that the inflow of passengers increases simply, the tendency of the order parameter is similar, however, that of the round-trip time is opposite. To explain the relation of those parameters and outputs and clarify the mechanism of the cluster motion, we made simple mathematical models and show how the rate of passengers who can ride in the earlier-arriving elevators affects the cluster motion of the two elevators. Finally, by introducing the phase, we investigate the interaction which causes the in-phase synchronization of elevators.