The present higher education mostly centered on teachers and ignored the training of student's autonomous learning ability. Combined with the structural mechanics course, autonomous learning teaching pattern is constructed from three aspects, constructing of autonomous learning pattern inside the classroom, constructing of autonomous learning pattern outside the classroom and constructing of evaluation measures. Autonomous learning teaching mode will be helpful to cultivate students' innovative spirit and practice ability.