Title of article :
A Modified Discreet Particle Swarm Optimization for a Multi-level Emergency Supplies Distribution Network
Author/Authors :
Qi, L Department of Logistics - China Logistical Engineering University, Chong Qing, China , Jiang, D Department of Logistics - China Logistical Engineering University, Chong Qing, China , Wang, Z Department of Logistics - China Logistical Engineering University, Chong Qing, China
Pages :
9
From page :
359
To page :
367
Abstract :
Currently, the research on emergency supplies distribution and decision models mostly focus on deterministic models and exact algorithm. A few of studies have been done on the multi-level distribution network and metaheuristic algorithm. In this paper, random processes theory is adopted to establish emergency supplies distribution and decision model for multi-level network. By analyzing the characteristics of the model, a modified discrete particle swarm optimization metaheuristic algorithm (MBPSO) is proposed to solve the problem. In MBPSO, appropriate degradation mechanism and parallel global search structure is designed. MBPSO has capability of global optimum search and fast convergence property for hybrid integer programming model with multi-constrained and weighted single objective.
Farsi abstract :
در حال حاضر، تحقيقات بر روي مدل هاي توزيع اضطراري و تصميم بيشتر بر روي مدل­هاي قطعي و الگوريتم دقيق تمركز مي­كنند. تعداد كمي از مطالعات بر شبكه توزيع چند سطح و الگوريتم فراابتكاري انجام شده است. در اين مقاله، تئوري فرايندهاي تصادفي را براي ايجاد توزيع تداركات اضطراري و مدل تصميم گيري براي شبكه چند سطحي انتخاب كرديم. با تحليل ويژگي­هاي مدل، براي حل مشكل اصلاح ذرات گسسته بهينه سازي الگوريتم فراابتكاري ارائه شده است. درMBPSO، مكانيسم تخريب مناسب و ساختار جستجوي جهاني موازي طراحي شده است. MBPSO داراي قابليت جستجوي بهينه­ي جهاني و همگرايي سريع براي مدل برنامه ريزي عدد صحيح تركيبي چند محدوديتي و تك هدفه وزن دار است
Keywords :
Emergency Supplies Distribution , Modified Discrete Particle Swarm , Optimization Algorithm , Poisson-process , Multilevel Network , Parallel Global Search
Journal title :
Astroparticle Physics
Serial Year :
2016
Record number :
2422606
Link To Document :
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