Weapon Selection and Planning Problems Using MOEAD with Distance-Based Divided Neighborhoods
المؤلفون المشاركون
Xiong, Jian
Jiang, Jiang
Wang, Rui
المصدر
العدد
المجلد 2019، العدد 2019 (31 ديسمبر/كانون الأول 2019)، ص ص. 1-18، 18ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2019-11-22
دولة النشر
مصر
عدد الصفحات
18
التخصصات الرئيسية
الملخص EN
Real-world multiobjective optimization problems are characterized by multiple types of decision variables.
In this paper, we address weapon selection and planning problems (WSPPs), which include decision variables of weapon-type selection and weapon amount determination.
Large solution space and discontinuous, nonconvex Pareto front increase the difficulty of problem solving.
This paper solves the addressed problem by means of a multiobjective evolutionary algorithm based on decomposition (MOEA/D).
Two mechanisms are designed for the complex combinatorial characteristic of WSPPs.
The first is that the neighborhood of each individual is divided as selection and replacement neighborhoods.
The second is that the neighborhood size is changing during the evolution by introducing a distance parameter to constrain the search scope of each subproblem.
The proposed algorithm is termed as MOEA/D with distance-based divided neighborhoods (MOEA/D-DDNs) which can overcome possible drawbacks of original MOEA/D with weighted sum approach for complex combinatorial problems.
Benchmark instances are generated to verify the proposed approach.
Experimental results suggest the effectiveness of the proposed algorithm.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Xiong, Jian& Wang, Rui& Jiang, Jiang. 2019. Weapon Selection and Planning Problems Using MOEAD with Distance-Based Divided Neighborhoods. Complexity،Vol. 2019, no. 2019, pp.1-18.
https://search.emarefa.net/detail/BIM-1132728
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Xiong, Jian…[et al.]. Weapon Selection and Planning Problems Using MOEAD with Distance-Based Divided Neighborhoods. Complexity No. 2019 (2019), pp.1-18.
https://search.emarefa.net/detail/BIM-1132728
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Xiong, Jian& Wang, Rui& Jiang, Jiang. Weapon Selection and Planning Problems Using MOEAD with Distance-Based Divided Neighborhoods. Complexity. 2019. Vol. 2019, no. 2019, pp.1-18.
https://search.emarefa.net/detail/BIM-1132728
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1132728
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