In order to solve the mission assignment problem of Unmanned Aerial Vehicles (UAVs), the flight time, combat threat, fuel consumption and other indecisive factors are taken into consideration for modeling analysis, and the factors are abstracted into uncertain variables.An Uncertain Multi-Objective Programming (UMOP) model with expert reliability is established, and the corresponding solving methods are given.The validity of the model is verified through an example .