Simple derivation of adaptive algorithms for arbitrary filter structures

A new method to achieve updating formulas for adaptive filters with arbitrary structures is presented. The well known network sensitivity formula combined with Newton or gradient optimisation schemes gives the adaptive algorithms. This is illustrated with an adaptive wave digital filter. The derived algorithms use a gradient which is exact in the limit, as the step size tends to zero.