Mathematical formulation and hybrid meta-heuristic solution approaches for dynamic single row facility layout problem

被引:19
|
作者
Sahin, Ramazan [1 ]
Niroomand, Sadegh [2 ]
Durmaz, Esra Duygu [1 ]
Molla-Alizadeh-Zavardehi, Saber [3 ]
机构
[1] Gazi Univ, Fac Engn, Dept Ind Engn, Ankara, Turkey
[2] Firouzabad Inst Higher Educ, Dept Ind Engn, Firouzabad, Fars, Iran
[3] Islamic Azad Univ, Dept Ind Engn, Masjed Soleiman Branch, Masjed Soleiman, Iran
关键词
Dynamic single row facility layout problem; NP-hard problem; Meta-heuristic algorithm; Restart strategy; Parameter tuning; DIMENSIONAL SPACE ALLOCATION; CLOSED-LOOP LAYOUT; GENETIC ALGORITHM; OPTIMIZATION; NETWORKS; DESIGN;
D O I
10.1007/s10479-020-03704-7
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
In this study, for the first time, the classical single row facility layout problem is extended to its dynamic type by considering several planning periods. This new problem consists of two types of costs e.g. material handling cost and rearrangement cost of the departments at the beginning of each period. The problem is formulated by a mixed integer linear programming model. Because of the high complexity of the problem, two well-known meta-heuristic algorithms e.g. the GA and the SA are proposed to solve the problem. In addition, both of the algorithms are hybridized considering the restart and acceptance probability strategies. In order to study the performance of the proposed algorithms, 20 benchmark problems are generated randomly. Considering one of the generated benchmarks, the parameters of the algorithms are tuned by a typical method and final experiments are performed accordingly. The obtained results strongly prove the superiority of the SA hybridized by the restart strategy as it shows much better performance comparing to other proposed algorithms in more than 60% of the benchmarks.
引用
收藏
页码:313 / 336
页数:24
相关论文
共 50 条
  • [1] Mathematical formulation and hybrid meta-heuristic solution approaches for dynamic single row facility layout problem
    Ramazan Şahin
    Sadegh Niroomand
    Esra Duygu Durmaz
    Saber Molla-Alizadeh-Zavardehi
    Annals of Operations Research, 2020, 295 : 313 - 336
  • [2] A hybrid genetic algorithm for the single row layout problem
    Ozcelik, Feristah
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2012, 50 (20) : 5872 - 5886
  • [3] A constrained single-row facility layout problem
    Kalita, Zahnupriya
    Datta, Dilip
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2018, 98 (5-8): : 2173 - 2184
  • [4] A comparative analysis of meta-heuristic approaches for facility layout design problem: a case study for an elevator manufacturer
    Tuzkaya, Gulfem
    Gulsun, Bahadir
    Tuzkaya, Umut R.
    Onut, Semih
    Bildik, Ender
    JOURNAL OF INTELLIGENT MANUFACTURING, 2013, 24 (02) : 357 - 372
  • [5] Matching formulation of the Staff Transfer Problem: meta-heuristic approaches
    Acharyya, S.
    Datta, A. K.
    OPSEARCH, 2020, 57 (03) : 629 - 668
  • [6] Matching formulation of the Staff Transfer Problem: meta-heuristic approaches
    S. Acharyya
    A. K. Datta
    OPSEARCH, 2020, 57 : 629 - 668
  • [7] A polyhedral study of triplet formulation for single row facility layout problem
    Sanjeevi, Sujeevraja
    Kianfar, Kiavash
    DISCRETE APPLIED MATHEMATICS, 2010, 158 (16) : 1861 - 1867
  • [8] Dynamic Facility Layout Problem: A New Bilevel Formulation and Some Metaheuristic Solution Methods
    Kheirkhah, AmirSaman
    Navidi, HamidReza
    Bidgoli, Masume Messi
    IEEE TRANSACTIONS ON ENGINEERING MANAGEMENT, 2015, 62 (03) : 396 - 410
  • [9] Hybrid Estimation of Distribution Algorithm for solving Single Row Facility Layout Problem
    Ou-Yang, Chao
    Utanilma, Amalia
    COMPUTERS & INDUSTRIAL ENGINEERING, 2013, 66 (01) : 95 - 103
  • [10] Sustainable dynamic cellular facility layout: a solution approach using simulated annealing-based meta-heuristic
    Lamba, Kuldeep
    Kumar, Ravi
    Mishra, Shraddha
    Rajput, Shubhangini
    ANNALS OF OPERATIONS RESEARCH, 2020, 290 (1-2) : 5 - 26