Abstract: In this paper, the concept of optimal control for linear system, as well as the classical Riccati equation was introduced first. Then four kinds of Riemannian metrics were presented to obtain the geodesic distances on symmetric positive definite matrix manifold. At last, solving the corresponding Riemannian gradient, the new methods were provided for solving the Riccati equations.