On comparison between radial basis function and wavelet basis functions neural networks

Other Title(s)

حـول المقارنة بين الشبكات العصبية ذي دوال الأساس الشعاعـية و دوال الأساس المتذبذبة

Joint Authors

Tawfiq, Lama Naji Muhammad
Rashid, Taghrid Abd al-Majid

Source

Ibn al-Haitham Journal for Pure and Applied Science

Issue

Vol. 23, Issue 2 (31 Aug. 2010)10 p.

Publisher

University of Baghdad College of Education for Pure Science / Ibn al-Haitham

Publication Date

2010-08-31

Country of Publication

Iraq

No. of Pages

10

Main Subjects

Mathematics

Topics

Abstract AR

يتضمن هذا البحث دراسـة وتصميم شبكتان عصبيتين صناعيتين ذوي التغذيـة التقدميـة.

الأول يستخدم RBFNN والثاني يستخدم WBFNN لتقريب تطبيق من فضاء المدخلات إلى فضاء المخرجات ثم دربنا الشبكات باستخدام خوارزمية التدريب المرتد من النوع C G للحصول على المخرجات المطلوبة ثم طبقنا تلك الشبكات على بعض الأمثلة لحل معادلات تفاضلية ومن ثم عرضنا نتائج تلك التطبيقات.

Abstract EN

In this paper we study and design two feed forward neural networks.

The first approach uses radial basis function network and second approach uses wavelet basis function network to approximate the mapping from the input to the output space.

The trained networks are then used in a conjugate gradient algorithm to estimate the output.

These neural networks are then applied to solve differential equation.

Results of applying these algorithms to several examples are presented.

American Psychological Association (APA)

Tawfiq, Lama Naji Muhammad& Rashid, Taghrid Abd al-Majid. 2010. On comparison between radial basis function and wavelet basis functions neural networks. Ibn al-Haitham Journal for Pure and Applied Science،Vol. 23, no. 2.
https://search.emarefa.net/detail/BIM-287627

Modern Language Association (MLA)

Tawfiq, Lama Naji Muhammad& Rashid, Taghrid Abd al-Majid. On comparison between radial basis function and wavelet basis functions neural networks. Ibn al-Haitham Journal for Pure and Applied Science Vol. 23, no. 2 (2010).
https://search.emarefa.net/detail/BIM-287627

American Medical Association (AMA)

Tawfiq, Lama Naji Muhammad& Rashid, Taghrid Abd al-Majid. On comparison between radial basis function and wavelet basis functions neural networks. Ibn al-Haitham Journal for Pure and Applied Science. 2010. Vol. 23, no. 2.
https://search.emarefa.net/detail/BIM-287627

Data Type

Journal Articles

Language

English

Notes

Includes appendices.

Record ID

BIM-287627