An approach to LMS adaptive filtering without use of the independence assumption

Without use of the well-known "independence assumption" an exact analysis of the LMS-type tapped-delay line adaptive filter is provided, valid for small adaptation constants. For arbitrarily coloured excitations, the steady-state weight-error correlation matrix satisfies a Lyapounov equation, which under special conditions admits a closed-form solution.