@TechReport{ it:2000-027, author = {Emad Abd-Elrady}, title = {Convergence of the {RPEM} as Applied to Harmonic Signal Modeling}, institution = {Department of Information Technology, Uppsala University}, department = {Division of Systems and Control}, year = {2000}, number = {2000-027}, month = oct, abstract = {Arbitrary periodic signals can be estimated recursively by exploiting the fact that a sine wave passing through a static nonlinear function generates a spectrum of overtones. The estimated signal model is hence parameterized as a real wave with unknown period in cascade with a piecewise linear function. The driving periodic wave can be chosen depending on any prior knowledge. The performance of a recursive Gauss-Newton prediction error identification algorithm for joint estimation of the driving frequency and the parameters of the nonlinear output function is therefore studied. A theoretical analysis of local convergence to the true parameter vector as well as numerical examples are given. Furthermore, the Cramer-Rao bound (CRB) is calculated in this report. } }