Fast Feed Forward Neural Networks to Solve Boundary Value Problems: Fast Feed Forward Neural Networks - Couverture souple

Ali, Muna; Tawfiq, Luma

 
9783659313035: Fast Feed Forward Neural Networks to Solve Boundary Value Problems: Fast Feed Forward Neural Networks
Couverture souple
ISBN 10 : 3659313033 ISBN 13 : 9783659313035
Editeur : LAP Lambert Academic Publishing, 2012

Synopsis

The aim of this book is to design fast feed forward neural networks to present a method to solve two point boundary value problems for ordinary differential equations, that is, design a fully connected networks contains links between all nodes in adjacent layers which can speedup the solution times, reduce solver failures, and increase possibility of obtaining the globally optimal solution. We training suggested network by Levenberg – Marquardt, BFGS Quasi-Newton, Bayesian regularization, CG training algorithm with Polak-Ribiere update procedure then speeding suggested networks by modification these training algorithm, many of them having a very fast convergence rate for reasonable size networks. The above modify algorithms have a variety of different computation and storage requirements, however non of the above algorithms has a global properties, such as stability and convergence, which suited to all problems, and all the above algorithms applied in solving two point boundary value problem . Finally, we illustrate the suggested network by solving a variety of model problems and present comparisons with solutions obtained using other different method .

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

À propos de l?auteur

Muna H. Ali has obtained her BSc in 2006 and MSc in 2012 from Baghdad University,EducationCollege Ibn Al-Haitham,Mathematics Department. Luma N. M. Tawfiq has obtained her Ph.D. drgree in the Artificial Neural Network andits applications in 2004

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
LAP Lambert Academic Publishing
Date d'édition
2012
Langue
anglais
ISBN 10 
3659313033
ISBN 13 
9783659313035
Reliure
Broché
Nombre de pages
120
Coordonnées du fabricant
non disponible
Personne responsable
KreGa Onlinehandel GmbH
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