The recursive identification algorithm of LS method in terms of orthogonal transformation matrix is dealt with in this paper. The author introduces a criterion of the generalized normal residual (GNR)which is used to examine on-line or offline the accuracy of the system's estimated parameters or structures. The result of simulation demonstrates that the criterion presented in the paper is of practicability in systems idetification.