The use of the Luenberger canonical form in the state model allows the non-linear state/parameter estimation problem to be separated into two linear problems. This is illustrated for ‘a’ a deterministic system and ‘6’ a system with equal state and measurement noises. Computational results are presented. An on-line state/ parameter estimator for the innovations model of the discrete-time, linear, stochastic system is outlined.