A two-stage hybrid algorithm for pickup and delivery vehicle routing problems with time windows

被引:157
作者
Bent, R [1 ]
Van Hentenryck, P [1 ]
机构
[1] Brown Univ, Providence, RI 02912 USA
基金
美国国家科学基金会;
关键词
D O I
10.1016/j.cor.2004.08.001
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper presents a two-stage hybrid algorithm for pickup and delivery vehicle routing problems with time windows and multiple vehicles (PDPTW). The first stage uses a simple simulated annealing algorithm to decrease the number of routes, while the second stage uses Large neighborhood search (LNS) to decrease total travel cost. Experimental results show the effectiveness of the algorithm which has produced many new best solutions on problems with 100, 200, and 600 customers. In particular, it has improved 47% and 76% of the best solutions on the 200 and 600-customer benchmarks, sometimes by as much as 3 vehicles. These results further confirm the benefits of two-stage approaches in vehicle routing. They also answer positively the open issue in the original LNS paper, which advocated the use of LNS for the PDPTW and argue for the robustness of LNS with respect to side-constraints. (c) 2004 Published by Elsevier Ltd.
引用
收藏
页码:875 / 893
页数:19
相关论文
共 19 条
[1]  
Bent R, 2003, LECT NOTES COMPUT SC, V2833, P123
[2]  
BENT R, IN PRESS TRANSPORTAT
[3]   THE PICKUP AND DELIVERY PROBLEM WITH TIME WINDOWS [J].
DUMAS, Y ;
DESROSIERS, J ;
SOUMIS, F .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1991, 54 (01) :7-22
[4]   Vehicle routing with time windows: Two optimization algorithms [J].
Fisher, ML ;
Jornsten, KO ;
Madsen, OBG .
OPERATIONS RESEARCH, 1997, 45 (03) :488-492
[5]  
Glover F., 1990, ORSA Journal on Computing, V2, P4, DOI [10.1287/ijoc.1.3.190, 10.1287/ijoc.2.1.4]
[6]  
HANSEN P, 1998, METAHEURISTICS ADV T, P433
[7]  
Harvey W.D, 1995, P IJCAI 95 MONTR CAN
[8]  
Homberger J, 1999, INFOR, V37, P297
[9]   OPTIMIZATION BY SIMULATED ANNEALING - AN EXPERIMENTAL EVALUATION .2. GRAPH-COLORING AND NUMBER PARTITIONING [J].
JOHNSON, DS ;
ARAGON, CR ;
MCGEOCH, LA ;
SCHEVON, C .
OPERATIONS RESEARCH, 1991, 39 (03) :378-406
[10]   OPTIMIZATION BY SIMULATED ANNEALING [J].
KIRKPATRICK, S ;
GELATT, CD ;
VECCHI, MP .
SCIENCE, 1983, 220 (4598) :671-680