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A singularly perturbed, linear, discrete, optimal, stochastic control problem is considered. The resulting equations for the Kalman filter for the dynamic and steady-state conditions are formulated. A singular-perturbation method is developed to obtain approximate solutions in terms of an outer series and a correction series. Examples are given to illustrate the proposed method.