An extended echo state network using Volterra filtering and principal component analysis

L Boccato, A Lopes, R Attux, FJ Von Zuben - Neural Networks, 2012 - Elsevier
Echo state networks (ESNs) can be interpreted as promoting an encouraging compromise
between two seemingly conflicting objectives:(i) simplicity of the resulting mathematical …

[图书][B] Signals and Images: Advances and Results in Speech, Estimation, Compression, Recognition, Filtering, and Processing

RF Coelho, VH Nascimento, RL De Queiroz… - 2018 - books.google.com
Signals and Images: Advances and Results in Speech, Estimation, Compression,
Recognition, Filtering, and Processing cohesively combines contributions from field experts …

Performance analysis of nonlinear echo state network readouts in signal processing tasks

L Boccato, DC Soriano, R Attux… - The 2012 International …, 2012 - ieeexplore.ieee.org
Echo state networks (ESNs) characterize an attractive alternative to conventional recurrent
neural network (RNN) approaches as they offer the possibility of preserving, to a certain …

Nonlinear blind source deconvolution using recurrent prediction-error filters and an artificial immune system

C Wada, DM Consolaro, R Ferrari, R Suyama… - … Analysis and Signal …, 2009 - Springer
In this work, we propose a general framework for nonlinear prediction-based blind source
deconvolution that employs recurrent structures (multi-layer perceptrons and an echo state …

[PDF][PDF] Novas propostas e aplicações de redes neurais com estados de eco

L Boccato - 2013 - repositorio.unicamp.br
As redes neurais com estados de eco (em inglês, echo state networks, ESNs) sao estruturas
recorrentes capazes de aliar processamento dinâmico a um processo de treinamento …

Analysis of ITL criteria in the context of FIR channel equalization

L Boccato, DG Fantinato, DG Silva, R Ferrari… - … of Communication and …, 2016 - jcis.sbrt.org.br
In this work, we perform an analysis, in the context of channel equalization, of two criteria
that can be considered central to the field of information theoretic learning (ITL): the …

[PDF][PDF] Processamento digital de sinais geofısicos

JMT Romano, RR Lopes… - XXIX Simposio Brasileiro …, 2011 - decom.fee.unicamp.br
Diversas atividades, como a exploraçao e o moni-toramento de reservatórios de petróleo,
requerem o conhecimento de propriedades da subsuperfıcie da regiao de interesse. A …

[PDF][PDF] Equalização preditiva e otimização de sistemas DSL por gerenciamento espectral e processamento MIMO

R Ferrari - 2011 - repositorio.unicamp.br
O trabalho é dividido em duas partes e trata de três problemas importantes existentes nos
sistemas de comunicação: o gerenciamento espectral, o cancelamento de interferências e a …

[PDF][PDF] 1 Bio-Inspired and Information-Theoretic Signal Processing

Signal processing is a broader field than it may seem prima facie. Essentially, it is related to
the notion of using a specially designed system (which will be termed filter) to mold an input …

[PDF][PDF] Desconvolução Não-Supervisionada por Predição Não-Linear Recorrente e Computação Evolutiva

C Wada, R Attux - dca.fee.unicamp.br
In this work, we propose a general framework for nonlinear prediction-based blind source
deconvolution that employs recurrent structures and an immune-inspired optimization tool …