“…Furthermore, the reviewed models simulating the platform operation of on-demand services can establish and assign trip requests to other TSPs, such as PuT services and bike-sharing service although the TSPs are independently operated and not yet integrated into a single MPO. As a result, the existing models focus on the objectives of minimizing travel cost and/or travel time or maximizing the benefits of on-demand service [38-49, 55, 56, 60-63, 66, 67, [38,40,41,44,60,61,63,69] Minimize users' travel time and maximize drivers' matching rate [43,46,47,67] Minimize users' travel time and providers' operational costs [39,42,45,48,49,56,62,66] Maximize social welfare for both users and drivers [55,64] 69]. Therefore, a gap found in the literature is identified as a lack of studies accounting for the efficiency of both ondemand services and PuT services.…”