Inscrição na biblioteca: Guest
Portal Digital Begell Biblioteca digital da Begell eBooks Diários Referências e Anais Coleções de pesquisa
Journal of Automation and Information Sciences
SJR: 0.232 SNIP: 0.464 CiteScore™: 0.27

ISSN Imprimir: 1064-2315
ISSN On-line: 2163-9337

Volumes:
Volume 51, 2019 Volume 50, 2018 Volume 49, 2017 Volume 48, 2016 Volume 47, 2015 Volume 46, 2014 Volume 45, 2013 Volume 44, 2012 Volume 43, 2011 Volume 42, 2010 Volume 41, 2009 Volume 40, 2008 Volume 39, 2007 Volume 38, 2006 Volume 37, 2005 Volume 36, 2004 Volume 35, 2003 Volume 34, 2002 Volume 33, 2001 Volume 32, 2000 Volume 31, 1999 Volume 30, 1998 Volume 29, 1997 Volume 28, 1996

Journal of Automation and Information Sciences

DOI: 10.1615/JAutomatInfScien.v45.i9.10
pages 1-12

Robust Multiobjective Identification of Nonlinear Objects Based on Evolving Radial Basis Networks

Oleg G. Rudenko
Kharkov National University of Radio and Electronics, Kharkov
Alexander A. Bezsonov
Kharkov National University of Radio and Electronics, Kharkov

RESUMO

The problem of multiobjective neural network-based identification of nonlinear objects by evolving radial basis network is considered. Networks structure selection and adaptation is performed using a genetic algorithm. Robust fitness functions are used to eliminate non-Gaussian noise. Robust information criteria are utilized for selection of the optimal model from the Pareto front. The simulation results confirm the effectiveness of the proposed approach.


Articles with similar content:

Identification of Nonlinear Nonstationary Objects Using Evolving Radial Basis Network
Journal of Automation and Information Sciences, Vol.44, 2012, issue 8
Alexander A. Bezsonov, Oleg G. Rudenko
Neural Networks and Fuzzy Logic Control System of Hybrid Vehicle Power Unit
Journal of Automation and Information Sciences, Vol.46, 2014, issue 4
Sergey A. Serikov
Joint Estimation of Remote Sensing Images and Mixed Noise Parameters
Telecommunications and Radio Engineering, Vol.68, 2009, issue 18
Benoit Vozel, M. L. Uss, Kacem Chehdi
A BLIND METHOD FOR ADDITIVE NOISE VARIANCE EVALUATION BASED ON HOMOGENEOUS REGION DETECTION USING THE FOURTH CENTRAL MOMENT ANALYSIS
Telecommunications and Radio Engineering, Vol.74, 2015, issue 18
V. V. Abramova
Development and Analysis of Robust Algorithms for Guaranteed Ellipsoidal Estimation of the State of Multidimensional Linear Discrete Dynamic Systems. Part 1
Journal of Automation and Information Sciences, Vol.32, 2000, issue 3
Lidiya I. Tyutyunnik, Victor V. Volosov