Quantum Inspired Algorithm for a VRP with Heterogeneous Fleet Mixed Backhauls and Time Windows

被引:10
|
作者
Berghida, Meryem [1 ]
Boukra, Abdelmadjid [2 ]
机构
[1] Univ Jijel, Jijel, Algeria
[2] Univ Sci & Technol Houari Boumediene, Bab Ezzouar, Algeria
关键词
Harmony Search; Heterogeneous Fleet; Mixed Backhauls; Pickup and Delivery; Quantum Inspired Method; Time Windows; Variable Population Size; Vehicle Routing Problem;
D O I
10.4018/IJAMC.2016100102
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a new Quantum Inspired Harmony Search algorithm with Variable Population Size QIHSVPS for a complex variant of vehicle routing problem (VRP), called HVRPMBTW (Vehicle Routing Problem with Heterogeneous fleet, Mixed Backhauls and Time Windows). This variant is characterized by a limited number of vehicles with various capacities and costs. The vehicles serve two types of customers: linehauls customers and backhauls customers. Each customer must be visited in a specific interval of time. The authors propose to use quantum principles to accelerate evolution process and variable population size to decrease the number of solution's evaluation, when the improvement is insignificant. This new approach was tested on benchmarks and produces satisfactory results compared to other approaches.
引用
收藏
页码:18 / 38
页数:21
相关论文
共 50 条
  • [1] Particle swarm optimization algorithm for a vehicle routing problem with heterogeneous fleet, mixed backhauls, and time windows
    Farah Belmecheri
    Christian Prins
    Farouk Yalaoui
    Lionel Amodeo
    [J]. Journal of Intelligent Manufacturing, 2013, 24 : 775 - 789
  • [2] Particle swarm optimization algorithm for a vehicle routing problem with heterogeneous fleet, mixed backhauls, and time windows
    Belmecheri, Farah
    Prins, Christian
    Yalaoui, Farouk
    Amodeo, Lionel
    [J]. JOURNAL OF INTELLIGENT MANUFACTURING, 2013, 24 (04) : 775 - 789
  • [3] EBBO: an enhanced biogeography-based optimization algorithm for a vehicle routing problem with heterogeneous fleet, mixed backhauls, and time windows
    Berghida, Meryem
    Boukra, Abdelmadjid
    [J]. INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2015, 77 (9-12): : 1711 - 1725
  • [4] EBBO: an enhanced biogeography-based optimization algorithm for a vehicle routing problem with heterogeneous fleet, mixed backhauls, and time windows
    Meryem Berghida
    Abdelmadjid Boukra
    [J]. The International Journal of Advanced Manufacturing Technology, 2015, 77 : 1711 - 1725
  • [5] Comprehensive Learning PSO for Solving Environment Heterogeneous Fixed Fleet VRP with Time Windows
    Gan, X. B.
    Liu, L. J.
    Chen, J. S.
    Niu, Ben
    [J]. ADVANCES IN SWARM INTELLIGENCE, ICSI 2016, PT II, 2016, 9713 : 424 - 432
  • [6] A hybrid evolutionary algorithm for heterogeneous fleet vehicle routing problems with time windows
    Koc, Cagri
    Bektas, Tolga
    Jabali, Ola
    Laporte, Gilbert
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2015, 64 : 11 - 27
  • [7] Model and algorithm for vehicle routing problem with backhauls and time windows
    School of Traffic and Transp., Southwest Jiaotong University, Chengdu 610031, China
    不详
    不详
    [J]. Xinan Jiaotong Daxue Xuebao, 2006, 3 (290-295):
  • [8] An interactive GRAMPS algorithm for the heterogeneous fixed fleet vehicle routing problem with and without backhauls
    Tuetuencue, G. Yazgi
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2010, 201 (02) : 593 - 600
  • [9] A Hybrid Algorithm for the Heterogeneous Fixed Fleet Open Vehicle Routing Problem with Time Windows
    Ahmed, Zakir Hussain
    Yousefikhoshbakht, Majid
    [J]. SYMMETRY-BASEL, 2023, 15 (02):
  • [10] Study on model and algorithm of the heterogeneous fleet vehicle routing problem with soft time windows
    Wen, D
    Yuan, QD
    Zhou, ZL
    [J]. TRAFFIC AND TRANSPORTATION STUDIES, VOLS 1 AND 2, PROCEEDINGS, 2002, : 439 - 444