Multiobjective Vehicle Routing Problems With Simultaneous Delivery and Pickup and Time Windows: Formulation, Instances, and Algorithms

被引:149
|
作者
Wang, Jiahai [1 ]
Zhou, Ying [2 ]
Wang, Yong [3 ]
Zhang, Jun [4 ,5 ,6 ,7 ]
Chen, C. L. Philip [8 ]
Zheng, Zibin [9 ]
机构
[1] Sun Yat Sen Univ, Dept Comp Sci, Guangzhou 510006, Guangdong, Peoples R China
[2] Shenzhen Inst Informat Technol, Dept Comp Network Technol, Shenzhen 518172, Peoples R China
[3] Cent South Univ, Sch Informat Sci & Engn, Changsha 410083, Hunan, Peoples R China
[4] Sun Yat Sen Univ, Guangzhou 510006, Guangdong, Peoples R China
[5] Minist Educ, Key Lab Machine Intelligence & Adv Comp, Beijing, Peoples R China
[6] Minist Educ, Engn Res Ctr Supercomp Engn Software, Beijing, Peoples R China
[7] Educ Dept Guangdong Prov, Key Lab Software Technol, Guangzhou 510006, Guangdong, Peoples R China
[8] Univ Macau, Fac Sci & Technol, Macau 99999, Peoples R China
[9] Chinese Univ Hong Kong, Shenzhen Res Inst, Shenzhen 518057, Peoples R China
基金
中国国家自然科学基金;
关键词
Bi-directional logistics; multiobjective optimization; simultaneous delivery and pickup; vehicle routing problem with time windows (VRPTW); EVOLUTIONARY ALGORITHMS; HEURISTIC ALGORITHMS; GENETIC ALGORITHM; OPTIMIZATION; SEARCH; HYBRIDIZATION;
D O I
10.1109/TCYB.2015.2409837
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper investigates a practical variant of the vehicle routing problem (VRP), called VRP with simultaneous delivery and pickup and time windows (VRPSDPTW), in the logistics industry. VRPSDPTW is an important logistics problem in closed-loop supply chain network optimization. VRPSDPTW exhibits multiobjective properties in real-world applications. In this paper, a general multiobjective VRPSDPTW (MO-VRPSDPTW) with five objectives is first defined, and then a set of MO-VRPSDPTW instances based on data from the real-world are introduced. These instances represent more realistic multiobjective nature and more challenging MO-VRPSDPTW cases. Finally, two algorithms, multiobjective local search (MOLS) and multiobjective memetic algorithm (MOMA), are designed, implemented and compared for solving MO-VRPSDPTW. The simulation results on the proposed real-world instances and traditional instances show that MOLS outperforms MOMA in most of instances. However, the superiority of MOLS over MOMA in real-world instances is not so obvious as in traditional instances.
引用
收藏
页码:582 / 594
页数:13
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