Combining Tabu Search and Genetic Algorithms to Solve the Capacitated Multicommodity Network Flow Problem

被引:0
作者
Lagos, Carolina [1 ]
Crawford, Broderick [1 ]
Cabrera, Enrique [2 ]
Soto, Ricardo [1 ]
Rubio, Jose-Miguel [1 ]
Paredes, Fernando [3 ]
机构
[1] Pontificia Univ Catolica Valparaiso, Valparaiso 2340025, Chile
[2] Univ Valparaiso, CIMFAV, Valparaiso, Chile
[3] Univ Diego Portales, Escuela Ingn Ind, Santiago 8370179, Chile
来源
STUDIES IN INFORMATICS AND CONTROL | 2014年 / 23卷 / 03期
关键词
Multicommodity network flow problem; network design; probabilistic neighbour selection criterion; tabu search; genetic algorithms; PARTICLE SWARM OPTIMIZATION; SCATTER SEARCH;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Network design has been an important issue in logistics during the last century. This is due to the significant impact that an efficient distribution network design can have over both costs and service level. In this article, we present a heuristic solution approach for the well-known capacitated multicommodity network flow problem. The heuristic approach combines two well-known algorithms namely Tabu Search and Genetic Algorithms. While the main algorithm is Tabu Search, the Genetic Algorithm is used to select the best option among the neighbours of the current solution. To be able to do that some well-known evolutionary operators such as cross-over and mutation are made use of. This hybrid approach obtains important improvements when compared to the ones presented previously in the literature.
引用
收藏
页码:265 / 276
页数:12
相关论文
共 50 条
  • [21] A TABU SEARCH ALGORITHM TO SOLVE A COURSE TIMETABLING PROBLEM
    Aladag, Cagdas Hakam
    Hocaoglu, Guelsuem
    HACETTEPE JOURNAL OF MATHEMATICS AND STATISTICS, 2007, 36 (01): : 53 - 64
  • [22] Solution-based tabu search for the capacitated dispersion problem
    Lu, Zhi
    Martinez-Gavara, Anna
    Hao, Jin-Kao
    Lai, Xiangjing
    EXPERT SYSTEMS WITH APPLICATIONS, 2023, 223
  • [23] A tabu search algorithm for the capacitated shortest spanning tree problem
    Sharaiha, YM
    Gendreau, M
    Laporte, G
    Osman, IH
    NETWORKS, 1997, 29 (03) : 161 - 171
  • [24] Solving capacitated facility location problem using tabu search
    Sun, Minghe
    Ducati, Eliane Aparecida
    Amentano, Vinicius Amaral
    GLOBALIZATION CHALLENGE AND MANAGEMENT TRANSFORMATION, VOLS I - III, 2007, : 76 - 81
  • [25] Solution Search for the Capacitated P-Median Problem using Tabu Search
    Romero Montoya, Mauricio
    Gonzalez Velazquez, Rogelio
    Estrada Analco, Martin
    Martinez Flores, Jose Luis
    Bernabe Loranca, Maria Beatriz
    INTERNATIONAL JOURNAL OF COMBINATORIAL OPTIMIZATION PROBLEMS AND INFORMATICS, 2019, 10 (02): : 17 - 25
  • [26] Genetic Algorithms and Iterated Local Search to solve the Ring Loading Problem
    Bernardino, Anabela M.
    Bernardino, Eugenia M.
    Sanchez-Perez, Juan M.
    Gomez-Pulido, Juan A.
    Vega-Rodriguez, Miguel A.
    PROCEEDINGS ELMAR-2008, VOLS 1 AND 2, 2008, : 265 - +
  • [27] 0-1 reformulations of the multicommodity capacitated network design problem
    Frangioni, Antonio
    Gendron, Bernard
    DISCRETE APPLIED MATHEMATICS, 2009, 157 (06) : 1229 - 1241
  • [28] Lower and upper bounds for a capacitated plant location problem with multicommodity flow
    Li, Jinfeng
    Chu, Feng
    Prins, Christian
    COMPUTERS & OPERATIONS RESEARCH, 2009, 36 (11) : 3019 - 3030
  • [29] A GRASP algorithm for a capacitated, fixed charge, multicommodity network flow problem with uncertain demand and survivability constraints
    Olivera, Alfredo
    Robledo Amoza, Franco
    Testuri, Carlos E.
    INTERNATIONAL TRANSACTIONS IN OPERATIONAL RESEARCH, 2010, 17 (06) : 765 - 776
  • [30] Tabu Search for a Network Loading Problem with Multiple Facilities
    David Berger
    Bernard Gendron
    Jean-Yves Potvin
    S. Raghavan
    Patrick Soriano
    Journal of Heuristics, 2000, 6 : 253 - 267