A Framework for Constrained Optimization Problems Based on a Modified Particle Swarm Optimization
المؤلفون المشاركون
Tang, Biwei
Zhu, Zhanxia
Luo, Jianjun
المصدر
Mathematical Problems in Engineering
العدد
المجلد 2016، العدد 2016 (31 ديسمبر/كانون الأول 2016)، ص ص. 1-19، 19ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2016-07-31
دولة النشر
مصر
عدد الصفحات
19
التخصصات الرئيسية
الملخص EN
This paper develops a particle swarm optimization (PSO) based framework for constrained optimization problems (COPs).
Aiming at enhancing the performance of PSO, a modified PSO algorithm, named SASPSO 2011, is proposed by adding a newly developed self-adaptive strategy to the standard particle swarm optimization 2011 (SPSO 2011) algorithm.
Since the convergence of PSO is of great importance and significantly influences the performance of PSO, this paper first theoretically investigates the convergence of SASPSO 2011.
Then, a parameter selection principle guaranteeing the convergence of SASPSO 2011 is provided.
Subsequently, a SASPSO 2011-based framework is established to solve COPs.
Attempting to increase the diversity of solutions and decrease optimization difficulties, the adaptive relaxation method, which is combined with the feasibility-based rule, is applied to handle constraints of COPs and evaluate candidate solutions in the developed framework.
Finally, the proposed method is verified through 4 benchmark test functions and 2 real-world engineering problems against six PSO variants and some well-known methods proposed in the literature.
Simulation results confirm that the proposed method is highly competitive in terms of the solution quality and can be considered as a vital alternative to solve COPs.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Tang, Biwei& Zhu, Zhanxia& Luo, Jianjun. 2016. A Framework for Constrained Optimization Problems Based on a Modified Particle Swarm Optimization. Mathematical Problems in Engineering،Vol. 2016, no. 2016, pp.1-19.
https://search.emarefa.net/detail/BIM-1112745
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Tang, Biwei…[et al.]. A Framework for Constrained Optimization Problems Based on a Modified Particle Swarm Optimization. Mathematical Problems in Engineering No. 2016 (2016), pp.1-19.
https://search.emarefa.net/detail/BIM-1112745
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Tang, Biwei& Zhu, Zhanxia& Luo, Jianjun. A Framework for Constrained Optimization Problems Based on a Modified Particle Swarm Optimization. Mathematical Problems in Engineering. 2016. Vol. 2016, no. 2016, pp.1-19.
https://search.emarefa.net/detail/BIM-1112745
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1112745
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