Improved tabu search algorithm for the open vehicle routing problem with soft time windows and satisfaction rate

被引:41
作者
Xia, Yangkun [1 ]
Fu, Zhuo [1 ]
机构
[1] Cent S Univ, Sch Traff & Transportat Engn, Changsha 410075, Hunan, Peoples R China
来源
CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS | 2019年 / 22卷 / Suppl 4期
关键词
Open vehicle routing problem (OVRP); Tabu search algorithm (TSA); Bi-objective programming; Adaptive penalty mechanism; Logistics distribution; Soft time windows; Satisfaction rate; SCHEDULING PROBLEMS; TRANSPORTATION;
D O I
10.1007/s10586-018-1957-x
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The open vehicle routing problem (OVRP) has a wide range of applications in the field of logistics distribution. A model of OVRP with soft time windows and satisfaction rate is analyzed here in order to reduce the logistics distribution cost. The minimization of the number of vehicles required is taken as the primary objective, while the minimization of the traveling distance cost and the deviation cost of the time windows are used as secondary objectives. A corresponding mathematical model with bi-objective programming is established for the problem. Based on the coding rules of natural numbers, several strategies such as the adaptive penalty mechanism, multi-neighborhood structure and re-initialization rule are embedded in the tabu search algorithm (TSA), resulting in an improved TSA (ITSA). Computational results are provided and these are compared with other methods in the literature, demonstrating the effectiveness of the ITSA.
引用
收藏
页码:S8725 / S8733
页数:9
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