A Modified Artificial Bee Colony Algorithm Based on Search Space Division and Disruptive Selection Strategy
المؤلفون المشاركون
He, Zhen-an
Ma, Caiwen
Wang, Xianhong
Li, Lei
Wang, Ying
Zhao, Yuan
Guo, Huinan
المصدر
Mathematical Problems in Engineering
العدد
المجلد 2014، العدد 2014 (31 ديسمبر/كانون الأول 2014)، ص ص. 1-14، 14ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2014-09-28
دولة النشر
مصر
عدد الصفحات
14
التخصصات الرئيسية
الملخص EN
Artificial bee colony (ABC) algorithm has attracted much attention and has been applied to many scientific and engineering applications in recent years.
However, there are still some insufficiencies in ABC algorithm such as poor quality of initial solution, slow convergence, premature, and low precision, which hamper the further development and application of ABC.
In order to further improve the performance of ABC, we first proposed a novel initialization method called search space division (SSD), which provided high quality of initial solutions.
And then, a disruptive selection strategy was used to improve population diversity.
Moreover, in order to accelerate convergence rate, we changed the definition of the scout bee phase.
In addition, we designed two types of experiments to testify our proposed algorithm.
On the one hand, we conducted experiments to make sure how much each modification makes contribution to improving the performance of ABC.
On the other hand, comprehensive experiments were performed to prove the superiority of our proposed algorithm.
The experimental results indicate that SDABC significantly outperforms other ABCs, contributing to higher solution accuracy, faster convergence speed, and stronger algorithm stability.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
He, Zhen-an& Ma, Caiwen& Wang, Xianhong& Li, Lei& Wang, Ying& Zhao, Yuan…[et al.]. 2014. A Modified Artificial Bee Colony Algorithm Based on Search Space Division and Disruptive Selection Strategy. Mathematical Problems in Engineering،Vol. 2014, no. 2014, pp.1-14.
https://search.emarefa.net/detail/BIM-1044268
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
He, Zhen-an…[et al.]. A Modified Artificial Bee Colony Algorithm Based on Search Space Division and Disruptive Selection Strategy. Mathematical Problems in Engineering No. 2014 (2014), pp.1-14.
https://search.emarefa.net/detail/BIM-1044268
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
He, Zhen-an& Ma, Caiwen& Wang, Xianhong& Li, Lei& Wang, Ying& Zhao, Yuan…[et al.]. A Modified Artificial Bee Colony Algorithm Based on Search Space Division and Disruptive Selection Strategy. Mathematical Problems in Engineering. 2014. Vol. 2014, no. 2014, pp.1-14.
https://search.emarefa.net/detail/BIM-1044268
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1044268
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