首页 | 本学科首页   官方微博 | 高级检索  
     

基于混合遗传算法的工程机械客户服务调度研究
引用本文:李艺,叶桦,仰燕兰.基于混合遗传算法的工程机械客户服务调度研究[J].计算机系统应用,2019,28(7):191-198.
作者姓名:李艺  叶桦  仰燕兰
作者单位:东南大学 自动化学院, 南京 210096,东南大学 自动化学院, 南京 210096,东南大学 自动化学院, 南京 210096
基金项目:东南大学复杂工程系统测量与控制教育部重点实验室开放课题(MCCSE2016B01)
摘    要:工程机械客户服务调度涉及服务车、服务人、工程机械三种调度对象。本文在服务资源充足,一名工程师至多分配一项任务的前提下,综合路径长度、技能匹配、服务时间等因素,建立了以最小化总完成时间为目标的模型。根据问题特点,将服务车-服务人-工程机械的组合看做一个特殊的三分图匹配问题,提出了基于二分图最小权匹配的混合遗传算法求解方案,引入了内嵌精英策略的轮盘赌选择算子和动态变异概率。通过大规模算例研究,证明了该算法的有效性与优越性。

关 键 词:一体化调度  二分图匹配  遗传算法  精英保留策略  动态变异
收稿时间:2019/1/15 0:00:00
修稿时间:2019/2/3 0:00:00

Research on Customer Service Scheduling of Construction Machinery Based on Hybrid Genetic Algorithm
LI Yi,YE Hua and YANG Yan-Lan.Research on Customer Service Scheduling of Construction Machinery Based on Hybrid Genetic Algorithm[J].Computer Systems& Applications,2019,28(7):191-198.
Authors:LI Yi  YE Hua and YANG Yan-Lan
Affiliation:School of Automation, Southeast University, Nanjing 210096, China,School of Automation, Southeast University, Nanjing 210096, China and School of Automation, Southeast University, Nanjing 210096, China
Abstract:Scheduling of construction machinery customer service involves service vehicle, servicer, and engineering machinery. This study establishes a model with the goal of minimizing the total completion time under the premise that the service resources are sufficient and an engineer assigns at most one task, combining with path length, skill matching, service time, and other factors. Considering the combination of service vehicle, service person, and engineering machinery as a special three-part graph matching problem, a hybrid genetic algorithm solution based on the minimum weight matching of bipartite graphs is proposed. The roulette selection operator and dynamic mutation probability of the embedded elite strategy are introduced. The superiority of the algorithm is proved by a large-scale case study.
Keywords:integrated scheduling  bipartite graph matching  genetic algorithm  elite retention strategy  dynamic variation
点击此处可从《计算机系统应用》浏览原始摘要信息
点击此处可从《计算机系统应用》下载全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号