Hybrid metaheuristics to solve a multiproduct two-stage capacitated facility location problem

被引:9
|
作者
Mauri, Geraldo Regis [1 ]
Biajoli, Fabricio Lacerda [2 ]
Rabello, Romulo Louzada [3 ]
Chaves, Antonio Augusto [2 ]
Ribeiro, Glaydston Mattos [4 ]
Lorena, Luiz Antonio Nogueira [2 ]
机构
[1] Univ Fed Espirito Santo, Alegre, ES, Brazil
[2] Univ Fed Sao Paulo, Sao Jose Dos Campos, SP, Brazil
[3] OPTSOL, Vitoria, ES, Brazil
[4] Univ Fed Rio de Janeiro, Rio De Janeiro, RJ, Brazil
基金
巴西圣保罗研究基金会;
关键词
clustering search; biased random‐ key genetic algorithm; two‐ stage capacitated facility location; multiproduct; KEY GENETIC ALGORITHM; SCHEDULING PROBLEM; OPTIMIZATION; BOUNDS;
D O I
10.1111/itor.12930
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
This paper presents two hybrid metaheuristics to solve a multiproduct two-stage capacitated facility location problem (MP-TSCFLP). In this problem, a set of different products must be transported from a set of plants to a set of intermediate depots (first stage) and from these depots to a set of customers (second stage). The objective is to minimize the cost related to open plants and depots plus the cost for transporting the products from the plants to the customers satisfying demand and capacity constraints. Recently, the methods clustering search (CS) and biased random-key genetic algorithm (BRKGA) were successfully applied to solve a single-product problem (SP-TSCFLP). Therefore, in this paper we propose adaptations and implementations of these methods for handling with a multiproduct approach. To the best of our knowledge, CS and BRKGA presented the best results for the SP-TSCFLP and both have not yet been applied to solve the problem with multiple products. Four sets of large-sized instances with different characteristics are proposed and computational experiments compare the obtained results to those from a commercial solver.
引用
收藏
页码:3069 / 3093
页数:25
相关论文
共 50 条
  • [1] A Hybrid BRKGA Approach for the Multiproduct Two Stage Capacitated Facility Location Problem
    Morais, Igor
    Souto, Gabriel
    Ribeiro, Glaydston Mattos
    Mendonca, Israel
    Gonzalez, Pedro Henrique
    2022 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2022,
  • [2] A hybrid matheuristic for the Two-Stage Capacitated Facility Location problem
    Souto, Gabriel
    Morais, Igor
    Mauri, Geraldo Regis
    Ribeiro, Glaydston Mattos
    Gonzalez, Pedro Henrique
    EXPERT SYSTEMS WITH APPLICATIONS, 2021, 185
  • [3] An effective hybrid approach to the two-stage capacitated facility location problem
    Yang, Zhen
    Chen, Haoxun
    Chu, Feng
    Wang, Nengmin
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2019, 275 (02) : 467 - 480
  • [4] LAGRANGIAN HEURISTIC FOR THE TWO-STAGE CAPACITATED FACILITY LOCATION PROBLEM
    Litvinchev, I. S.
    Mata, M.
    Ozuna, L.
    APPLIED AND COMPUTATIONAL MATHEMATICS, 2012, 11 (01) : 137 - 146
  • [5] Capacitated two-stage facility location problem with fuzzy costs and demands
    Wang, Shuming
    Watada, Junzo
    INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2013, 4 (01) : 65 - 74
  • [6] Capacitated two-stage facility location problem with fuzzy costs and demands
    Shuming Wang
    Junzo Watada
    International Journal of Machine Learning and Cybernetics, 2013, 4 : 65 - 74
  • [7] Lagrangian Bounds and a Heuristic for the Two-Stage Capacitated Facility Location Problem
    Litvinchev, Igor
    Ozuna, Edith L.
    INTERNATIONAL JOURNAL OF ENERGY OPTIMIZATION AND ENGINEERING, 2012, 1 (01) : 59 - 71
  • [8] A Hybrid BRKGA Approach for the Two Stage Capacitated Facility Location Problem
    Souto, Gabriel
    Morais, Igor
    Faulhaber, Liss
    Ribeiro, Glaydston Mattos
    Gonzalez, Pedro Henrique
    2021 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC 2021), 2021, : 2007 - 2014
  • [9] Formulation and solution of a two-stage capacitated facility location problem with multilevel capacities
    Irawan, Chandra Ade
    Jones, Dylan
    ANNALS OF OPERATIONS RESEARCH, 2019, 272 (1-2) : 41 - 67
  • [10] Formulation and solution of a two-stage capacitated facility location problem with multilevel capacities
    Chandra Ade Irawan
    Dylan Jones
    Annals of Operations Research, 2019, 272 : 41 - 67