计算机工程与应用
計算機工程與應用
계산궤공정여응용
COMPUTER ENGINEERING AND APPLICATIONS
2014年
11期
246-250,270
,共6页
物流配送%车辆调度%粒子群优化算法%爬山算法
物流配送%車輛調度%粒子群優化算法%爬山算法
물류배송%차량조도%입자군우화산법%파산산법
logistics distribution%vehicle scheduling%particle swarm optimization%hill-climbing method
物流配送车辆调度问题是指安排有限的车辆有效地完成配送任务。优化目标是在满足客户需求和车辆能力约束的条件下,找出配送成本较低的配送车辆调度方案。由于配送过程受客户位置、配送车辆限制等多种因素影响,导致车辆的调度问题十分复杂。参照经典车辆路径问题模型,考虑了车辆配送里程和用户数等限制,建立了双向车辆调度问题的数学模型。在标准粒子群算法的基础上,引入爬山操作,增加了粒子群的多样性,提高了算法的局部搜索能力,并设计了基于改进粒子群算法的物流配送车辆调度算法,有效地解决了物流配送车辆的优化调度问题。
物流配送車輛調度問題是指安排有限的車輛有效地完成配送任務。優化目標是在滿足客戶需求和車輛能力約束的條件下,找齣配送成本較低的配送車輛調度方案。由于配送過程受客戶位置、配送車輛限製等多種因素影響,導緻車輛的調度問題十分複雜。參照經典車輛路徑問題模型,攷慮瞭車輛配送裏程和用戶數等限製,建立瞭雙嚮車輛調度問題的數學模型。在標準粒子群算法的基礎上,引入爬山操作,增加瞭粒子群的多樣性,提高瞭算法的跼部搜索能力,併設計瞭基于改進粒子群算法的物流配送車輛調度算法,有效地解決瞭物流配送車輛的優化調度問題。
물류배송차량조도문제시지안배유한적차량유효지완성배송임무。우화목표시재만족객호수구화차량능력약속적조건하,조출배송성본교저적배송차량조도방안。유우배송과정수객호위치、배송차량한제등다충인소영향,도치차량적조도문제십분복잡。삼조경전차량로경문제모형,고필료차량배송리정화용호수등한제,건립료쌍향차량조도문제적수학모형。재표준입자군산법적기출상,인입파산조작,증가료입자군적다양성,제고료산법적국부수색능력,병설계료기우개진입자군산법적물류배송차량조도산법,유효지해결료물류배송차량적우화조도문제。
The logistics distribution vehicle scheduling problem is to arrange distribution efficiently with limited resources. The optimization goal is to obtain a program which has lower cost with the constraints of the requirements of the users and the conditions of the vehicles. Affected by many factors, such as the location and requirement of customers, and the transport capacity of delivery vehicles, the vehicle scheduling problem is very complicated. A mathematical model of the double-way vehicle scheduling problem is established, considering the mile limit and user limit, and referring to the classic vehicle routing problem model. Based on the particle swarm optimization, a distribution vehicle scheduling algorithm is given. And by using hill-climbing methods, the local searching ability of the particle swarm optimization algorithm is improved.