  In this paper, we study stochastic stability of a dynamical system with
shadowing property, which evolves under small random perturbation. We prove
that time averages along the pseudo-trajectory converge with respect to
stationary measure for the randomly perturbed dynamics. In particular, we prove
that stationary measures converge to physical measures when the noise level
goes to zero if dynamical system has a shadowing property.
