This paper considers the identification of a class of stochastic bilinear systems in which the transfer matrix in state equation is the sum of a constant matrixAand a random matrixS(i), and observation equation is linear. Estimations of covariance matrices of the random disturbances, including the state noise, observation noise and random part in transfer matrix, associated with this system are also presented. Strong consistency of the estimations is also established.