4.7 Article

Strong consistency of recursive identification for Hammerstein systems with discontinuous piecewise-linear memoryless block

Journal

IEEE TRANSACTIONS ON AUTOMATIC CONTROL
Volume 50, Issue 10, Pages 1612-1617

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TAC.2005.856658

Keywords

Hammerstein system; least squares; parametric approach; recursive estimation; strong consistency

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This note deals with identification of Hammerstein systems with discontinuous piecewise-linear memoryless block followed by a linear subsystem. Recursive algorithms are proposed for estimating coefficients of the linear subsystem and six unknown parameters contained in the nonlinear static block. By taking a sequence of iid random variables with uniform distribution to serve as the system input, strong consistency is proved for all estimates given in the note. The theoretical results are verified by computer simulation.

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