A new saving-based ant algorithm for the Vehicle Routing Problem with Simultaneous Pickup and Delivery

被引:96
作者
Catay, Buelent [1 ]
机构
[1] Sabanci Univ, Fac Engn & Nat Sci, TR-34956 Istanbul, Turkey
关键词
Vehicle routing; Metaheuristics; Ant Colony Optimization; Reverse logistics; TABU SEARCH ALGORITHM; HEURISTIC ALGORITHMS; SYSTEM; SINGLE; DEPOT; COLONY;
D O I
10.1016/j.eswa.2010.03.045
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The Vehicle Routing Problem with Pickup and Delivery (VRPPD) is a variant of the Vehicle Routing Problem where the vehicles are not only required to deliver goods but also to pick up some goods from the customers. Given a fleet of vehicles and a set of customers with known delivery and/or pickup demands for one commodity VRPPD determines a set of vehicle routes originating and ending at a single depot and visiting all customers exactly once. The objective is to minimize the total distance traversed. In this paper, we consider a special case of the VRPPD where each customer has both a delivery and a pickup demand to be satisfied simultaneously. For this problem, we propose an ant colony algorithm employing a new saving-based visibility function and pheromone updating procedure. The numerical tests with the well-known benchmark problems from the literature show that the proposed approach provides competitive results and improves several best-known solutions. (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:6809 / 6817
页数:9
相关论文
共 45 条
[31]   Heuristic algorithms for single and multiple depot Vehicle Routing Problems with Pickups and Deliveries [J].
Nagy, G ;
Salhi, S .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2005, 162 (01) :126-141
[32]   THE SAVINGS ALGORITHM FOR THE VEHICLE-ROUTING PROBLEM [J].
PAESSENS, H .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1988, 34 (03) :336-344
[33]   D-Ants: Savings Based Ants divide and conquer the vehicle routing problem [J].
Reimann, M ;
Doerner, K ;
Hartl, RF .
COMPUTERS & OPERATIONS RESEARCH, 2004, 31 (04) :563-591
[34]  
Reimann M, 2003, LECT NOTES COMPUT SC, V2611, P300
[35]  
Reimann M., 2002, GENETIC EVOLUTIONARY, P1317
[36]  
Reimann M., 2006, CENTRAL EUROPEAN J O, V14, P105
[37]   A unified heuristic for a large class of Vehicle Routing Problems with Backhauls [J].
Ropke, S ;
Pisinger, D .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2006, 171 (03) :750-775
[38]  
ROPKE S, 2005, THESIS U COPENHAGEN
[39]  
Salhi S, 1999, J OPER RES SOC, V50, P1034, DOI 10.2307/3009928
[40]   MAX-MIN Ant System and local search for the traveling salesman problem [J].
Stutzle, T ;
Hoos, H .
PROCEEDINGS OF 1997 IEEE INTERNATIONAL CONFERENCE ON EVOLUTIONARY COMPUTATION (ICEC '97), 1997, :309-314