Optimal state estimation and parameters identification of MIMO uncertain stochastic linear systems

The problem of optimal simultaneous state estimation and parameters identification of MIMO stochastic linear time-invariant systems is formulated. The state and parameters observability form is introduced. This new representation of MIMO linear time-invariant systems enables a direct application of the existing optimal estimation theory for linear stochastic time-varying systems to the solution of the problem.