Optimal two-stage Kalman filter in the presence of random bias

This paper gives an optimal solution of the two-stage Kalman filter for linear stochastic systems subject to random bias. It is shown that the state estimate can be expressed as xkk = xkk + βkkbkk where xkk is a modified bias-free state estimate and bkk the optimal estimate of random bias.