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Hydrological Cycle Algorithm for Continuous Optimization Problems
المؤلفون المشاركون
Wedyan, Ahmad
Whalley, Jacqueline
Narayanan, Ajit
المصدر
العدد
المجلد 2017، العدد 2017 (31 ديسمبر/كانون الأول 2017)، ص ص. 1-25، 25ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2017-12-17
دولة النشر
مصر
عدد الصفحات
25
التخصصات الرئيسية
الملخص EN
A new nature-inspired optimization algorithm called the Hydrological Cycle Algorithm (HCA) is proposed based on the continuous movement of water in nature.
In the HCA, a collection of water drops passes through various hydrological water cycle stages, such as flow, evaporation, condensation, and precipitation.
Each stage plays an important role in generating solutions and avoiding premature convergence.
The HCA shares information by direct and indirect communication among the water drops, which improves solution quality.
Similarities and differences between HCA and other water-based algorithms are identified, and the implications of these differences on overall performance are discussed.
A new topological representation for problems with a continuous domain is proposed.
In proof-of-concept experiments, the HCA is applied on a variety of benchmarked continuous numerical functions.
The results were found to be competitive in comparison to a number of other algorithms and validate the effectiveness of HCA.
Also demonstrated is the ability of HCA to escape from local optima solutions and converge to global solutions.
Thus, HCA provides an alternative approach to tackling various types of multimodal continuous optimization problems as well as an overall framework for water-based particle algorithms in general.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Wedyan, Ahmad& Whalley, Jacqueline& Narayanan, Ajit. 2017. Hydrological Cycle Algorithm for Continuous Optimization Problems. Journal of Optimization،Vol. 2017, no. 2017, pp.1-25.
https://search.emarefa.net/detail/BIM-1185887
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Wedyan, Ahmad…[et al.]. Hydrological Cycle Algorithm for Continuous Optimization Problems. Journal of Optimization No. 2017 (2017), pp.1-25.
https://search.emarefa.net/detail/BIM-1185887
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Wedyan, Ahmad& Whalley, Jacqueline& Narayanan, Ajit. Hydrological Cycle Algorithm for Continuous Optimization Problems. Journal of Optimization. 2017. Vol. 2017, no. 2017, pp.1-25.
https://search.emarefa.net/detail/BIM-1185887
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1185887
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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