Solving the capacitated lot sizing problem with setup carryover using a new sequential hybrid approach

被引:12
作者
Goren, Hacer Guner [1 ]
Tunali, Semra [2 ]
机构
[1] Pamukkale Univ, Dept Ind Engn, TR-20070 Denizli, Turkey
[2] Izmir Univ Econ, Dept Business Adm, TR-35330 Izmir, Turkey
关键词
Production planning; Lot sizing; Setup carryover; Sequential hybrid approach; Genetic algorithms; Fix-and-optimize heuristic; ALGORITHMS;
D O I
10.1007/s10489-014-0626-x
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The aim of lot sizing problems is to determine the periods where production takes place and the quantities to be produced in order to satisfy the customer demand while minimizing the total cost. Due to its importance on the efficiency of the production and inventory systems, lot sizing problems are one of the most challenging production planning problems and have been studied for many years with different modelling features. Among these problems, the capacitated lot sizing problem (CLSP) has received a lot of attention from researchers. Having motivated from our earlier study, this study proposes a new hybrid approach for solving the CLSP with the extension of setup carryover. Moreover, the initialization scheme proposed in the earlier study has also been investigated comprehensively. Lastly, an experimental study evaluating the solution quality of the proposed approach is carried out using various problem instances and promising results are obtained when compared to the recent results in the literature.
引用
收藏
页码:805 / 816
页数:12
相关论文
共 23 条
  • [1] Dillenberger C, 1993, SOLVING LARGE SCALE, P105
  • [2] DETERMINISTIC PRODUCTION PLANNING - ALGORITHMS AND COMPLEXITY
    FLORIAN, M
    LENSTRA, JK
    RINNOOYKAN, AHG
    [J]. MANAGEMENT SCIENCE, 1980, 26 (07) : 669 - 679
  • [3] Gen M., 1997, GENETIC ALGORITHM EN
  • [4] A tabu-search heuristic for the capacitated lot-sizing problem with set-up carryover
    Gopalakrishnan, M
    Ding, K
    Bourjolly, JM
    Mohan, S
    [J]. MANAGEMENT SCIENCE, 2001, 47 (06) : 851 - 863
  • [5] A hybrid approach for the capacitated lot sizing problem with setup carryover
    Goren, Hacer Guner
    Tunali, Semra
    Jans, Raf
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2012, 50 (06) : 1582 - 1597
  • [6] The capacitated lot-sizing and scheduling problem with sequence-dependent setup costs and setup times
    Gupta, D
    Magnusson, T
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2005, 32 (04) : 727 - 747
  • [7] Haase K, 1994, LECT NOTES EC MATH S, P408
  • [8] Haase K., 1998, Beyond manufacturing resource planning (MRP II)-advanced formulations and methods for production planning, P127
  • [9] A fix-and-optimize approach for the multi-level capacitated lot sizing problem
    Helber, Stefan
    Sahling, Florian
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2010, 123 (02) : 247 - 256
  • [10] Development of a maritime transportation planning support system for car carriers based on genetic algorithm
    Kang, Moo Hong
    Choi, Hyung Rim
    Kim, Hyun Soo
    Park, Byung Joo
    [J]. APPLIED INTELLIGENCE, 2012, 36 (03) : 585 - 604