A Bee Evolutionary Algorithm for Multiobjective Vehicle Routing Problem with Simultaneous Pickup and Delivery

被引:14
作者
Gong, Guiliang [1 ]
Deng, Qianwang [1 ]
Gong, Xuran [1 ]
Zhang, Like [1 ]
Wang, Haibin [2 ]
Xie, He [2 ]
机构
[1] Hunan Univ, State Key Lab Adv Design & Mfg Vehicle Body, Changsha 410082, Hunan, Peoples R China
[2] CRRC Zhuzhou Inst Co Ltd, Zhuzhou 412200, Peoples R China
基金
中国国家自然科学基金; 国家高技术研究发展计划(863计划);
关键词
ANT COLONY; SEARCH ALGORITHM; SYSTEM;
D O I
10.1155/2018/2571380
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
A new closed-loop supply chain logistics network of vehicle routing problem with simultaneous pickups and deliveries (VRPSPD) dominated by remanufacturer is constructed, in which the customers are originally divided into three types: distributors, recyclers, and suppliers. Furthermore, the fuel consumption is originally added to the optimization objectives of the proposed VRPSPD. In addition, a bee evolutionary algorithm guiding nondominated sorting genetic algorithm II (BEG-NSGA-II) with a two-stage optimization mechanism is originally designed to solve the proposed VRPSPD model with three optimization objectives: minimum fuel consumption, minimum waiting time, and the shortest delivery distance. The proposed BEG-NSGA-II could conquer the disadvantages of traditional nondominated sorting genetic algorithm II (NSGA-II) and algorithms with a two-stage optimization mechanism. Finally the validity and feasibility of the proposed model and algorithm are verified by simulating an engineering machinery remanufacturing company's reverse logistics and another three test examples.
引用
收藏
页数:21
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