Therefore, the results of this study could provide a scientific reference for the reasonable planning and timely supply of vehicle refueling during self-driving travel. Keywords: intelligent transportation; recommendation algorithm; distance adaptive; spatial cluster; K-Means; refueling; APP 1. ...