Abstract: Due to the long distance between the earth and the planetary and the extreme environment, artificial intelligence technology will be the focus in the future deep space exploration mission, particularly for the task of the lunar/planetary residence and the exploitation and utilization of planetary resources. Based on the retrospection of the development of the applications of artificial intelligence in deep space missions, several key technology fields for future artificial intelligence technology in deep space exploration activities are proposed.