The Algorithm for Algorithms: An Evolutionary Algorithm Based on Automatic Designing of Genetic Operators
المؤلفون المشاركون
المصدر
Mathematical Problems in Engineering
العدد
المجلد 2015، العدد 2015 (31 ديسمبر/كانون الأول 2015)، ص ص. 1-15، 15ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2015-04-21
دولة النشر
مصر
عدد الصفحات
15
التخصصات الرئيسية
الملخص EN
At present there is a wide range of evolutionary algorithms available to researchers and practitioners.
Despite the great diversity of these algorithms, virtually all of the algorithms share one feature: they have been manually designed.
A fundamental question is “are there any algorithms that can design evolutionary algorithms automatically?” A more complete definition of the question is “can computer construct an algorithm which will generate algorithms according to the requirement of a problem?” In this paper, a novel evolutionary algorithm based on automatic designing of genetic operators is presented to address these questions.
The resulting algorithm not only explores solutions in the problem space like most traditional evolutionary algorithms do, but also automatically generates genetic operators in the operator space.
In order to verify the performance of the proposed algorithm, comprehensive experiments on 23 well-known benchmark optimization problems are conducted.
The results show that the proposed algorithm can outperform standard differential evolution algorithm in terms of convergence speed and solution accuracy which shows that the algorithm designed automatically by computers can compete with the algorithms designed by human beings.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Jiang, Dazhi& Fan, Zhun. 2015. The Algorithm for Algorithms: An Evolutionary Algorithm Based on Automatic Designing of Genetic Operators. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-15.
https://search.emarefa.net/detail/BIM-1073919
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Jiang, Dazhi& Fan, Zhun. The Algorithm for Algorithms: An Evolutionary Algorithm Based on Automatic Designing of Genetic Operators. Mathematical Problems in Engineering No. 2015 (2015), pp.1-15.
https://search.emarefa.net/detail/BIM-1073919
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Jiang, Dazhi& Fan, Zhun. The Algorithm for Algorithms: An Evolutionary Algorithm Based on Automatic Designing of Genetic Operators. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-15.
https://search.emarefa.net/detail/BIM-1073919
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1073919
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر