Abstract Autonomous vehicles require safe motion planning in uncertain environments, which are largely caused by surrounding vehicles. In this paper, a driving environment uncertainty-aware framework is proposed to lower the risk of position uncertainty with considering rollover. First, 4-degree freedom vehicle dynamics model, and rollover index introduced. Besides, vehicles' processed propagat...