Integrated OBF-NN models with enhanced extrapolation capability for nonlinear systems

• Main Authors: H., Zabiri, M., Ramasamy, T. D. , Lemma, Maulud, Abdulhalim
• Format: Citation Index Journal
• Published: 2013
• Subjects: Q Science (General); TP Chemical technology
• Online Access: http://eprints.utp.edu.my/10745/1/jjpchz2013.pdf; http://www.sciencedirect.com/science?_ob=ArticleURL&_udi=B6V4N-4JD0H11-1&_user=1196560&_coverDate=08%2F31%2F2006&_rdoc=1&_fmt=high&_orig=search&_origin=search&_sort=d&_docanchor=&view=c&_searchStrId=1590310395&_rerunOrigin=google&_acct=C000048039&_version; http://eprints.utp.edu.my/10745/
• Institution: Universiti Teknologi Petronas

This paper proposes a nonlinear system identification using parallel linear-plus-neural network models that provide more accurate predictions on the process behavior even on extrapolated regions. For this purpose, a residuals-based identification algorithm using parallel integration of linear orthon...