A Modified Dragonfly Optimization Algorithm for Single- and Multiobjective Problems Using Brownian Motion

المؤلفون المشاركون

Acı, Çiğdem İnan
Gülcan, Hakan

المصدر

Computational Intelligence and Neuroscience

العدد

المجلد 2019، العدد 2019 (31 ديسمبر/كانون الأول 2019)، ص ص. 1-17، 17ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2019-06-02

دولة النشر

مصر

عدد الصفحات

17

التخصصات الرئيسية

الأحياء

الملخص EN

The dragonfly algorithm (DA) is one of the optimization techniques developed in recent years.

The random flying behavior of dragonflies in nature is modeled in the DA using the Levy flight mechanism (LFM).

However, LFM has disadvantages such as the overflowing of the search area and interruption of random flights due to its big searching steps.

In this study, an algorithm, known as the Brownian motion, is used to improve the randomization stage of the DA.

The modified DA was applied to 15 single-objective and 6 multiobjective problems and then compared with the original algorithm.

The modified DA provided up to 90% improvement compared to the original algorithm’s minimum point access.

The modified algorithm was also applied to welded beam design, a well-known benchmark problem, and thus was able to calculate the optimum cost 20% lower.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Acı, Çiğdem İnan& Gülcan, Hakan. 2019. A Modified Dragonfly Optimization Algorithm for Single- and Multiobjective Problems Using Brownian Motion. Computational Intelligence and Neuroscience،Vol. 2019, no. 2019, pp.1-17.
https://search.emarefa.net/detail/BIM-1129546

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Acı, Çiğdem İnan& Gülcan, Hakan. A Modified Dragonfly Optimization Algorithm for Single- and Multiobjective Problems Using Brownian Motion. Computational Intelligence and Neuroscience No. 2019 (2019), pp.1-17.
https://search.emarefa.net/detail/BIM-1129546

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Acı, Çiğdem İnan& Gülcan, Hakan. A Modified Dragonfly Optimization Algorithm for Single- and Multiobjective Problems Using Brownian Motion. Computational Intelligence and Neuroscience. 2019. Vol. 2019, no. 2019, pp.1-17.
https://search.emarefa.net/detail/BIM-1129546

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1129546