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TRANSIENT ANALYSIS FOR THE CONVEX COMBINATION OF TWO ADAPTIVE FILTERS WITH TRANSFER OF COEFFICIENTS

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Autor(es):
Silva, Magno T. M. ; Nascimento, Vitor H. ; Arenas-Garcia, Jeronimo ; IEEE
Número total de Autores: 4
Tipo de documento: Artigo Científico
Fonte: 2010 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING; v. N/A, p. 4-pg., 2010-01-01.
Resumo

This paper proposes an improved model for the transient of convex combinations of adaptive filters. A previous model, based on a first-order Taylor series approximation of the nonlinear functions that appear in convex combinations, tended to overestimate the variance of the auxiliary variable used to estimate the mixing parameter. In this paper, we apply a second-order Taylor approximation that improves these estimates, and obtains better agreement with simulations. In addition, we also extend the model to include a simple mechanism for the transfer of coefficients between the constituent filters, a procedure that greatly improves the convergence of the overall filter, and provide an expression to select the free parameter used in such a scheme. (AU)

Processo FAPESP: 08/04828-5 - Processamento de sinais para aplicações em áudio
Beneficiário:Vitor Heloiz Nascimento
Modalidade de apoio: Auxílio à Pesquisa - Regular
Processo FAPESP: 08/00773-1 - Combinação e análise de algoritmos adaptativos
Beneficiário:Magno Teófilo Madeira da Silva
Modalidade de apoio: Auxílio à Pesquisa - Regular