Artificial intelligence heuristics in solving vehicle routing problems with time window constraints

被引:70
作者
Tan, KC
Lee, LH
Ou, K
机构
[1] Natl Univ Singapore, Dept Elect & Comp Engn, Singapore 119260, Singapore
[2] Natl Univ Singapore, Dept Ind & Syst Engn, Singapore 119260, Singapore
关键词
artificial intelligence; vehicle routing problems with time windows; simulated annealing; tabu search; genetic algorithms;
D O I
10.1016/S0952-1976(02)00011-8
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 describes the authors' research on various heuristics in solving vehicle routing problem with time window constraints (VRPTW) to near optimal solutions. VRPTW is NP-hard problem and best solved to near optimum by heuristics, In the vehicle routing problem. a set of geographically dispersed customers with known demands and predefined time windows are to be served by a fleet of vehicles with limited capacity. The optimized routines for each vehicle are scheduled as to achieve the minimal total cost without violating the capacity and time window constraints. In this paper. we explore different hybridizations of artificial intelligence based techniques including simulated annealing, tabu search and genetic algorithm for better performance in VRPTW. All the implemented hybrid heuristics are applied to solve the Solomon's 56 VRPTW with 100-customer instances. and yield 23 solutions competitive to the best solutions published in literature according to the authors' best knowledge. (C) 2002 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:825 / 837
页数:13
相关论文
共 51 条
[1]  
[Anonymous], 1997, Tabu Search
[2]  
[Anonymous], 1991, Handbook of genetic algorithms
[3]  
BACHEM A, 1997, 97269 U KOLN
[4]   ROUTE 1ST - CLUSTER 2ND METHODS FOR VEHICLE-ROUTING [J].
BEASLEY, JE .
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 1983, 11 (04) :403-408
[5]   A new generation of vehicle routing research: Robust algorithms, addressing uncertainty [J].
Bertsimas, DJ ;
SimchiLevi, D .
OPERATIONS RESEARCH, 1996, 44 (02) :286-304
[6]  
BODIN L, 1983, COMPUT OPER RES, V10, P63, DOI 10.1016/0305-0548(83)90030-8
[7]   A LOCATION BASED HEURISTIC FOR GENERAL ROUTING-PROBLEMS [J].
BRAMEL, J ;
SIMCHILEVI, D .
OPERATIONS RESEARCH, 1995, 43 (04) :649-660
[8]   Simulated annealing metaheuristics for the vehicle routing problem with time windows [J].
Chiang, WC ;
Russell, RA .
ANNALS OF OPERATIONS RESEARCH, 1996, 63 :3-27
[9]  
CHIANG WC, 1997, INFORMS J COMP, V9, P417
[10]  
CHRISTOFIDES N, 1978, COMBINATORIAL OPTIMI, P318