Abstract: This paper proposes a kind of kernel function constructed by orthogonal polynomials. It is continuous on the total real axis and its support set is finite. The estimates of density derivatives constructed by the kernel function can keep better convergence rates and continuity,and the order of polynomial does not change when the order of derivatives is changed.