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  The problem of estimating parameter of LTI state-space system is addressed in this paper.A modified nonlinear least square(NNLS) method is proposed to the optimization of output error cost function.The nonuniqueness of the fully parameterized state-space is considered and the parameter update is restricted to the directions that change the input-output behavior of the system.Simulation studies show the improved performance of the proposed method.……