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计算机工程

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基于遗传算法的应急物资分层调度研究

胡飞虎,田朝晖,李威,韩鑫   

  1. (西安交通大学电气工程学院工业自动化系,西安 710049)
  • 收稿日期:2014-09-22 出版日期:2015-10-15 发布日期:2015-10-15
  • 作者简介:胡飞虎(1973-),男,副教授、博士生导师,主研方向:复杂网络建模及优化调度,嵌入式智能控制系统;田朝晖、李威、韩鑫,硕士研究生。
  • 基金资助:
    国家自然科学基金资助项目(61174154);中央高校基本科研业务费专项基金资助项目。

Research on Hierarchical Scheduling of Emergency Supplies Based on Genetic Algorithm

HU Feihu,TIAN Chaohui,LI Wei,HAN Xin   

  1. (Department of Industrial Automation,School of Electrical Engineering,Xi’an Jiaotong University,Xi’an 710049,China)
  • Received:2014-09-22 Online:2015-10-15 Published:2015-10-15

摘要: 针对多车型、多物资特征的应急物资调度问题,设计分层调度方案,同时给出由两层物资调度系统组成的调度算例,并将该算例转化为2个相关的单层物资调度问题。以最小化系统调度任务完成时间为目标函数,利用遗传算法对一级和二级调度方案进行求解,得出系统中每种车型依次将何种货物从何地运往何处的具体方案。通过车辆各自运输任务的运货量计算和仓库点物资的实时统计结果表明,该分层调度方案符合各仓库出货量不超过现存量且各灾害点物资需求得到满足的供求条件,求解步骤简单且运行速度快。

关键词: 应急物资调度, 分层调度, 车辆调度, 遗传算法, 目标函数

Abstract: Aiming at the hierarchical scheduling problem of multi-vehicle and multi-supply,this paper proposes a hierarchical scheduling scheme.A two-layer scheduling example is demonstrated for the problem,and it decouples the tow-layer example into two single-layer problems.Taking minimize system scheduling task completion time as the objective function,it uses the genetic algorithm to get the scheduling scheme which describes the specific type of carried cargo,the source and the destination for each type of vehicle in sequence.In this hierarchical scheduling scheme,the output in each warehouse is below its storage,the requirement quantity of supplies in each emergency point meets requirement by the real-time statistics in each warehouse and the calculation of carried cargo in each task.The solving process of this scheme is simple and fast.

Key words: emergency supplies scheduling, hierarchical scheduling, vehicle scheduling, genetic algorithm, objective function

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