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 39 条
[1]  
Ai T.J., 2009, INT J OPERATIONAL RE, V6, P519, DOI DOI 10.1504/IJOR.2009.027156
[2]  
Ai T. J, 2007, INT J LOGISTICS SCM, V2, P50
[3]   Particle swarm optimization algorithm for a vehicle routing problem with heterogeneous fleet, mixed backhauls, and time windows [J].
Belmecheri, Farah ;
Prins, Christian ;
Yalaoui, Farouk ;
Amodeo, Lionel .
JOURNAL OF INTELLIGENT MANUFACTURING, 2013, 24 (04) :775-789
[4]   THE COMPUTER AS A PHYSICAL SYSTEM - A MICROSCOPIC QUANTUM-MECHANICAL HAMILTONIAN MODEL OF COMPUTERS AS REPRESENTED BY TURING-MACHINES [J].
BENIOFF, P .
JOURNAL OF STATISTICAL PHYSICS, 1980, 22 (05) :563-591
[5]   A two-stage hybrid algorithm for pickup and delivery vehicle routing problems with time windows [J].
Bent, R ;
Van Hentenryck, P .
COMPUTERS & OPERATIONS RESEARCH, 2006, 33 (04) :875-893
[6]   Spatial analysis for functional region of suburban-rural area using micro genetic algorithm with variable population size [J].
Chen, Yi ;
Song, Zhi-Jun .
EXPERT SYSTEMS WITH APPLICATIONS, 2012, 39 (07) :6469-6475
[7]  
Cordeau JF, 2002, SIAM MONOG DISCR MAT, P157
[8]   THE TRUCK DISPATCHING PROBLEM [J].
DANTZIG, GB ;
RAMSER, JH .
MANAGEMENT SCIENCE, 1959, 6 (01) :80-91
[9]   Exploratory Power of the Harmony Search Algorithm: Analysis and Improvements for Global Numerical Optimization [J].
Das, Swagatam ;
Mukhopadhyay, Arpan ;
Roy, Anwit ;
Abraham, Ajith ;
Panigrahi, Bijaya K. .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2011, 41 (01) :89-106
[10]  
Draa A, 2010, INT ARAB J INF TECHN, V7, P21