Our main purpose of this article was using the analytic methods and the properties of Dirichlet $L$-functions to study the properties of Dedekind sums and give a new reciprocity formula for it. As its applications, some exact calculating formula for one kind mean square value of Dirichlet $L$-fuctions with the weight of the character sums were obtained.