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考虑司机工作量均衡的成品油配送优化
引用本文:孙丽君,石海洋,胡祥培.考虑司机工作量均衡的成品油配送优化[J].系统工程理论与实践,2018,38(3):677-686.
作者姓名:孙丽君  石海洋  胡祥培
作者单位:大连理工大学 管理与经济学部 系统工程研究所, 大连 116024
基金项目:国家自然科学基金(71571027);国家自然科学基金重点项目(71531002);国家自然科学基金创新群体项目(71421001);中央高校基本科研业务费专项资金(DUT16TD12)
摘    要:针对考虑司机工作量均衡的成品油配送方案优化问题,引入公平理论中社会比较的思想,客观上实现了司机工作量的均衡性度量,进而构建了考虑司机工作量均衡的成品油配送的多目标优化模型.该模型表达的问题集多车舱,多油品,多路径,多目标等特点于一身,为了求解这一难题,提出一种新型的Split-Assign算法对第二代非支配快速排序遗传算法(nondominated sorting genetic algorithmⅡ,NSGA-Ⅱ)进行了改进.最后,基于实际数据完成了数据实验与实例分析,验证了模型及算法的有效性,并提出了相应的管理启示.此研究可以为成品油配送方案的制定提供决策支持,对于实际中有较高工作量均衡性要求的类似问题都具有一定的启发意义.

关 键 词:成品油配送  多目标优化模型  改进的NSGA-II算法  车辆路径规划问题  
收稿时间:2016-09-05

An optimization method of product oil distribution considering drivers' workload balance
SUN Lijun,SHI Haiyang,HU Xiangpei.An optimization method of product oil distribution considering drivers' workload balance[J].Systems Engineering —Theory & Practice,2018,38(3):677-686.
Authors:SUN Lijun  SHI Haiyang  HU Xiangpei
Institution:Institute of Systems Engineering, Faculty of Management and Economics, Dalian University of Technology, Dalian 116024, China
Abstract:By considering the driver's workload balance when a distribution company makes daily distribution plans, we present a model comparing drivers' workloads by means of Adams's equity theory. Integrating it with the traditional model of product oil distribution, a multi-objective optimization model of product oil distribution considering drivers' workload balance is proposed. As the problem represented by the model is a multi-trip, multi-compartment, multi-product and multi-objective vehicle routing problem, in order to solve it, a new Split_Assign procedure is designed to improve the classical NSGA-Ⅱ algorithm. Computational results based on real data are provided to demonstrate the effectiveness of the model and algorithm and reveal some management implications. This study can provide support for the decision of making product oil distribution plans, as well as other similar problems with the requirement of workload balance.
Keywords:product oil distribution  multi-objective optimization model  improved NSGA-Ⅱ algorithm  vehicle routing problems  
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