An idea of using interval method to describe the ability parameters of manufacturing resources and manufacturing tasks is put forward.Specific transformation rules are proposed to transform the range form into the value form of ability parameters.Then distance-based objective functions and genetic operators with multi-objective optimization idea are constructed.Non-dominated solutions based on the rapid sorting method produce a set of non-dominated solutions for the user to choose.Finally,a typical example validates the effectiveness of the algorithm.