A Novel Multiobjective Quantum-Behaved Particle Swarm Optimization Based on the Ring Model
المؤلفون المشاركون
Zhou, Di
Li, Yajun
Jiang, Bin
Wang, Jun
المصدر
Mathematical Problems in Engineering
العدد
المجلد 2016، العدد 2016 (31 ديسمبر/كانون الأول 2016)، ص ص. 1-15، 15ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2016-12-12
دولة النشر
مصر
عدد الصفحات
15
التخصصات الرئيسية
الملخص EN
Due to its fast convergence and population-based nature, particle swarm optimization (PSO) has been widely applied to address the multiobjective optimization problems (MOPs).
However, the classical PSO has been proved to be not a global search algorithm.
Therefore, there may exist the problem of not being able to converge to global optima in the multiobjective PSO-based algorithms.
In this paper, making full use of the global convergence property of quantum-behaved particle swarm optimization (QPSO), a novel multiobjective QPSO algorithm based on the ring model is proposed.
Based on the ring model, the position-update strategy is improved to address MOPs.
The employment of a novel communication mechanism between particles effectively slows down the descent speed of the swarm diversity.
Moreover, the searching ability is further improved by adjusting the position of local attractor.
Experiment results show that the proposed algorithm is highly competitive on both convergence and diversity in solving the MOPs.
In addition, the advantage becomes even more obvious with the number of objectives increasing.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Zhou, Di& Li, Yajun& Jiang, Bin& Wang, Jun. 2016. A Novel Multiobjective Quantum-Behaved Particle Swarm Optimization Based on the Ring Model. Mathematical Problems in Engineering،Vol. 2016, no. 2016, pp.1-15.
https://search.emarefa.net/detail/BIM-1112252
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Zhou, Di…[et al.]. A Novel Multiobjective Quantum-Behaved Particle Swarm Optimization Based on the Ring Model. Mathematical Problems in Engineering No. 2016 (2016), pp.1-15.
https://search.emarefa.net/detail/BIM-1112252
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Zhou, Di& Li, Yajun& Jiang, Bin& Wang, Jun. A Novel Multiobjective Quantum-Behaved Particle Swarm Optimization Based on the Ring Model. Mathematical Problems in Engineering. 2016. Vol. 2016, no. 2016, pp.1-15.
https://search.emarefa.net/detail/BIM-1112252
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1112252
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