Laguerre-Volterra Filters Optimization Based on Laguerre Spectra

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Laguerre-Volterra Filters Optimization Based on Laguerre Spectra

New batch and adaptive methods are proposed to optimize the Volterra kernels expansions on a set of Laguerre functions. Each kernel is expanded on an independent Laguerre basis. The expansion coefficients, also called Fourier coefficients, are estimated in the MMSE sense or by applying the gradient technique. An analytical solution to Laguerre poles optimization is provided using the knowledge ...

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Recently an upsurge in research relating to Laguerre filters for use in system optimization [1], system identification [2] and reduced-order modeling [3] has been noticed. The main reason for the good performance of Laguerre filters is that they form a uniformly bounded orthonormal basis in Hardy space [1]. Another reason, and this represents the novelty of the work carried out in this paper, i...

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ژورنال

عنوان ژورنال: EURASIP Journal on Advances in Signal Processing

سال: 2005

ISSN: 1687-6180

DOI: 10.1155/asp.2005.2874