دراسة تأثير تغييرات بارامترات الشبكة العصبونية على أدائها

Authors

  • كندة أبو قاسم
  • بلال شيحا
  • منذر سكيف

Abstract

تم  في هذا البحث دراسة شبكة عصبونية ذات ثلاث طبقات وتصميمها،  شبكة قادرة على تعلّم مجموعة معطيات كبيرة بمساعدة طريقة خطأ الانتشار العكسي، ودراسة تأثير تغيير البارامترات ( خطوة التعلّم, عدد العقد, نوع تابع التفعيل من أجل عدد من إشارات الدخل المختلفة ) والأثر الشديد الذي يسببه هذا التغيير في عمل الشبكة العصبونية، كما برهنت نتائج هذه التجارب على الحساسية الشديدة لاستجابة الشبكة العصبونية المصممة التي تعتمد على تقنية الانتشار العكسي لتغير هذه البارامترات.

 

This research aims at studying and designing a three-layer neural network, capable of dealing with massive data, relying on the back-propagation error method. It also explores the effect of parameters-change (learning step, number of nodes, type of activation function for a few different input signals) and the major impact, caused by this change on the neural network performance.

The results of these experiments have demonstrated the extreme sensitivity of the designed network which depends on the back-propagation mechanism to change these parameters.

 

Downloads

Published

2019-01-29

How to Cite

1.
أبو قاسم ك, شيحا ب, سكيف م. دراسة تأثير تغييرات بارامترات الشبكة العصبونية على أدائها. Tuj-eng [Internet]. 2019Jan.29 [cited 2024Nov.24];31(1). Available from: https://journal.tishreen.edu.sy/index.php/engscnc/article/view/7126

Issue

Vol. 31 No. 1 (2009): العلوم الهندسية

Section

Articles

License

Copyright (c) 2019 ttps://creativecommons.org/licenses/by-nc-sa/4.0/

Creative Commons License

This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.

The authors retain the copyright and grant the right to publish in the magazine for the first time with the transfer of the commercial right to Tishreen University Journal for Research and Scientific Studies - Engineering Sciences Series

 Under a CC BY- NC-SA 04 license that allows others to share the work with of the work's authorship and initial publication in this journal. Authors can use a copy of their articles in their scientific activity, and on their scientific websites, provided that the place of publication is indicted in  Tishreen University Journal for Research and Scientific Studies - Engineering Sciences Series   .  The Readers have the right to send, print and subscribe to the initial version of the article, and the title of  Tishreen University Journal for Research and Scientific Studies - Engineering Sciences Series     Publisher

journal uses a CC BY-NC-SA license which mean

You are free to:

  • Adapt — remix, transform, and build upon the material
  •  
  • The licensor cannot revoke these freedoms as long as you follow the license terms.

 

  • Attribution — You must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.
  • NonCommercial — You may not use the material for commercial purposes.
  • ShareAlike — If you remix, transform, or build upon the material, you must distribute your contributions under the same license as the original.
  • No additional restrictions — You may not apply legal terms or technological measures that legally restrict others from doing anything the license permits.

Most read articles by the same author(s)

1 2 3 > >>