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Modified Bat Algorithm Based on Lévy Flight and Opposition Based Learning
المؤلفون المشاركون
Shan, Xian
Liu, Kang
Sun, Pei-Liang
المصدر
العدد
المجلد 2016، العدد 2016 (31 ديسمبر/كانون الأول 2016)، ص ص. 1-13، 13ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2016-11-28
دولة النشر
مصر
عدد الصفحات
13
التخصصات الرئيسية
الملخص EN
Bat Algorithm (BA) is a swarm intelligence algorithm which has been intensively applied to solve academic and real life optimization problems.
However, due to the lack of good balance between exploration and exploitation, BA sometimes fails at finding global optimum and is easily trapped into local optima.
In order to overcome the premature problem and improve the local searching ability of Bat Algorithm for optimization problems, we propose an improved BA called OBMLBA.
In the proposed algorithm, a modified search equation with more useful information from the search experiences is introduced to generate a candidate solution, and Lévy Flight random walk is incorporated with BA in order to avoid being trapped into local optima.
Furthermore, the concept of opposition based learning (OBL) is embedded to BA to enhance the diversity and convergence capability.
To evaluate the performance of the proposed approach, 16 benchmark functions have been employed.
The results obtained by the experiments demonstrate the effectiveness and efficiency of OBMLBA for global optimization problems.
Comparisons with some other BA variants and other state-of-the-art algorithms have shown the proposed approach significantly improves the performance of BA.
Performances of the proposed algorithm on large scale optimization problems and real world optimization problems are not discussed in the paper, and it will be studied in the future work.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Shan, Xian& Liu, Kang& Sun, Pei-Liang. 2016. Modified Bat Algorithm Based on Lévy Flight and Opposition Based Learning. Scientific Programming،Vol. 2016, no. 2016, pp.1-13.
https://search.emarefa.net/detail/BIM-1118376
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Shan, Xian…[et al.]. Modified Bat Algorithm Based on Lévy Flight and Opposition Based Learning. Scientific Programming No. 2016 (2016), pp.1-13.
https://search.emarefa.net/detail/BIM-1118376
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Shan, Xian& Liu, Kang& Sun, Pei-Liang. Modified Bat Algorithm Based on Lévy Flight and Opposition Based Learning. Scientific Programming. 2016. Vol. 2016, no. 2016, pp.1-13.
https://search.emarefa.net/detail/BIM-1118376
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1118376
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
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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
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