东莞理工学院学报
東莞理工學院學報
동완리공학원학보
JOURNAL OF DONGGUAN INSTITUTE OF TECHNOLOGY
2014年
1期
30-35
,共6页
王芳婷%蔡延光%汤雅连%黄刚
王芳婷%蔡延光%湯雅連%黃剛
왕방정%채연광%탕아련%황강
关联运输调度问题%模糊机会约束规划%遗传算法%免疫克隆选择算法
關聯運輸調度問題%模糊機會約束規劃%遺傳算法%免疫剋隆選擇算法
관련운수조도문제%모호궤회약속규화%유전산법%면역극륭선택산법
IVRP%fuzzy chance constrained programming%genetic algorithm%immune clone selection algorithm
提出了针对多车场多车型的关联运输调度问题( Multiple-depot and Heterogeneous -vehicle Incident Vehicle Routing Problem )的模糊机会约束规划模型,将问题模型中各个客户的需求量及各供货点库存看成是模糊参数,讨论了如何处理模糊目标函数,并讨论了改进的遗传算法和免疫克隆选择算法,比较其优劣。实验证明,对于求解该模型,免疫克隆选择算法能够快速收敛于全局最优解,优于改进的遗传算法,能有效地解决关联运输调度问题。
提齣瞭針對多車場多車型的關聯運輸調度問題( Multiple-depot and Heterogeneous -vehicle Incident Vehicle Routing Problem )的模糊機會約束規劃模型,將問題模型中各箇客戶的需求量及各供貨點庫存看成是模糊參數,討論瞭如何處理模糊目標函數,併討論瞭改進的遺傳算法和免疫剋隆選擇算法,比較其優劣。實驗證明,對于求解該模型,免疫剋隆選擇算法能夠快速收斂于全跼最優解,優于改進的遺傳算法,能有效地解決關聯運輸調度問題。
제출료침대다차장다차형적관련운수조도문제( Multiple-depot and Heterogeneous -vehicle Incident Vehicle Routing Problem )적모호궤회약속규화모형,장문제모형중각개객호적수구량급각공화점고존간성시모호삼수,토론료여하처리모호목표함수,병토론료개진적유전산법화면역극륭선택산법,비교기우렬。실험증명,대우구해해모형,면역극륭선택산법능구쾌속수렴우전국최우해,우우개진적유전산법,능유효지해결관련운수조도문제。
This paper introduces the fuzzy chance constrained programming model for multiple -depot and heterogeneous -vehicle Incident Vehicle Routing Problem ( IVRP, in which customers ’ demands for products and stocks of supply point are treated as fuzzy parameters , discussing how to deal with the fuzzy object function , improving and comparing genetic algorithm and Immune Clone Selection Algorithm ( ICSA) .The experiment result shows that ICSA could converge to global optimal solution rapidly and o -vercome the slow convergence speed of the improved genetic algorithm so as to solve the IVRP effectively and efficiently .