A hybrid genetic algorithm for the static and dynamic Vehicle Routing Problem with Soft Time Windows

被引:0
作者
Bouziyane, Bouchra [1 ]
Dkhissi, Btissam [1 ]
Cherkaoui, Mohammad [1 ]
机构
[1] Abdelmalek Essaadi Univ, Natl Sch Appl Sci, Tetouan, Morocco
来源
PROCEEDINGS OF THE 3RD IEEE INTERNATIONAL CONFERENCE ON LOGISTICS OPERATIONS MANAGEMENT (GOL'16) | 2016年
关键词
Optimization; Vehicle Routing Problem (VRP); hybridization; Genetic Algorithm; ROUTEING PROBLEM; TABU SEARCH; DEMANDS;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we are interested in vehicle routing optimization which is an important problem in the fields of transportation. We will introduce the Vehicle Routing Problem with soft time windows, in both cases: static (VRPSTW) and dynamic (D-VRPSTW). Input information changes dynamically over time with the appearance of new customer requests at any point during the vehicle's route, that include real-life assumptions. On the other hand, soft time windows allow deliveries outside the boundaries against a penalty cost. This paper proposes the hybridization of the genetic method and the variable neighborhood search method to solve the two version of the problem. This algorithm reduces the transportation costs by using a fleet of vehicles, improves the quality of service by reducing the delay time for each customer and increase the stopping time for each vehicle. The solution quality of this method has been compared against existing results on benchmark problems.
引用
收藏
页数:9
相关论文
共 37 条
[31]   An event-driven optimization framework for dynamic vehicle routing [J].
Pillac, Victor ;
Gueret, Christelle ;
Medaglia, Andres L. .
DECISION SUPPORT SYSTEMS, 2012, 54 (01) :414-423
[32]   A review of dynamic vehicle routing problems [J].
Pillac, Victor ;
Gendreau, Michel ;
Gueret, Christelle ;
Medaglia, Andres L. .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2013, 225 (01) :1-11
[33]  
Qureshi AG., 2009, URBAN TRANS IN PRESS
[34]   TIME WINDOW CONSTRAINED ROUTING AND SCHEDULING PROBLEMS [J].
SOLOMON, MM ;
DESROSIERS, J .
TRANSPORTATION SCIENCE, 1988, 22 (01) :1-13
[35]   A tabu search heuristic for the vehicle routing problem with soft time windows [J].
Taillard, E ;
Badeau, P ;
Gendreau, M ;
Guertin, F ;
Potvin, JY .
TRANSPORTATION SCIENCE, 1997, 31 (02) :170-186
[36]   The dynamic multi-period vehicle routing problem [J].
Wen, Min ;
Cordeau, Jean-Francois ;
Laporte, Gilbert ;
Larsen, Jesper .
COMPUTERS & OPERATIONS RESEARCH, 2010, 37 (09) :1615-1623
[37]   A hybrid algorithm for vehicle routing problem with time windows [J].
Yu, B. ;
Yang, Z. Z. ;
Yao, B. Z. .
EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (01) :435-441