On satisfying strict positive real condition for convergence by over-parameterization

Abstract

Strict Positive Real (SPR) conditions for global convergence of stochastic adaptive control and recursive identification schemes have appeared in a number of analyses using different approaches. It is shown that this Strict Positive Real condition on the unknown operator associated with the plant can be removed in every case by a sufficient over-parameterization of the parameter vector.