Machine scheduling with orientation selection and two-dimensional packing for additive manufacturing

被引:40
|
作者
Che, Yuxin [1 ]
Hu, Kanxin [1 ]
Zhang, Zhenzhen [2 ]
Lim, Andrew [1 ]
机构
[1] Natl Univ Singapore, Dept Ind Syst Engn & Management, Singapore 117576, Singapore
[2] Tongji Univ, Sch Econ & Management, Shanghai 200092, Peoples R China
关键词
scheduling; Additive manufacturing; Unrelated parallel batch machines; Part orientation selection; Two-dimensional bin packing; Heuristics; SIMULATED ANNEALING ALGORITHM; PART DEPOSITION ORIENTATION; BATCH PROCESSING MACHINES; VEHICLE-ROUTING PROBLEM; OPTIMAL BUILD DIRECTION; OPTIMIZATION; SEARCH;
D O I
10.1016/j.cor.2021.105245
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In recent years, additive manufacturing (AM) gains increasing attention in manufacturing industries due to the growing demands, and the corresponding machine scheduling problems also attract many researchers. In this paper, we study a new unrelated parallel batch processing machine scheduling problem arose in AM, which requires to simultaneously assign parts to batches, determine the orientation of parts, pack the parts to the two-dimensional surface, and allocate the batches to machines. It is the first work to consider the orientation selection for parts in machine scheduling with the objective to minimize the makespan. To solve this problem, we first present a mixed integer linear programming model. Then, a simulated annealing algorithm with designed packing strategies based on the skyline representation of packing pattern is developed. Moreover, data structure Trie is introduced to accelerate the whole procedure and four post-optimization methods are designed to further refine solutions. Finally, a comprehensive computational study is conducted. The efficiency of our heuristic algorithms is verified and the best packing strategy for this problem is identified. The advantage of considering multiple orientations of parts in machine scheduling is demonstrated by comparisons with scenarios of fixed orientation. (c) 2021 Elsevier Ltd. All rights reserved.
引用
收藏
页数:14
相关论文
共 50 条
  • [41] A modified genetic algorithm for time and cost optimization of an additive manufacturing single-machine scheduling
    Fera, M.
    Fruggiero, F.
    Lambiase, A.
    Macchiaroli, R.
    Todisco, V.
    INTERNATIONAL JOURNAL OF INDUSTRIAL ENGINEERING COMPUTATIONS, 2018, 9 (04) : 423 - 438
  • [42] Exact solution techniques for two-dimensional cutting and packing
    Iori, Manuel
    de Lima, Vinicius L.
    Martello, Silvano
    Miyazawa, Flavio K.
    Monaci, Michele
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2021, 289 (02) : 399 - 415
  • [43] A hybrid evolutionary algorithm for the two-dimensional packing problem
    Kierkosz, Igor
    Luczak, Maciej
    CENTRAL EUROPEAN JOURNAL OF OPERATIONS RESEARCH, 2014, 22 (04) : 729 - 753
  • [44] The two-dimensional vector packing problem with general costs
    Hu, Qian
    Wei, Lijun
    Lim, Andrew
    OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2018, 74 : 59 - 69
  • [45] A Parallel Algorithm for Constrained Fixed Two-Staged Two-Dimensional Cutting/Packing Problems
    Hifi, M.
    Negre, S.
    Saadi, T.
    CIE: 2009 INTERNATIONAL CONFERENCE ON COMPUTERS AND INDUSTRIAL ENGINEERING, VOLS 1-3, 2009, : 328 - 330
  • [46] An agent-based approach to the two-dimensional guillotine bin packing problem
    Polyakovsky, Sergey
    M'Hallah, Rym
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2009, 192 (03) : 767 - 781
  • [47] One-dimensional heuristics adapted for two-dimensional rectangular strip packing
    Belov, G.
    Scheithauer, G.
    Mukhacheva, E. A.
    JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2008, 59 (06) : 823 - 832
  • [48] A squeaky wheel optimisation methodology for two-dimensional strip packing
    Burke, Edmund K.
    Hyde, Matthew R.
    Kendall, Graham
    COMPUTERS & OPERATIONS RESEARCH, 2011, 38 (07) : 1035 - 1044
  • [49] Approximation algorithms for the oriented two-dimensional bin packing problem
    Lodi, A
    Martello, S
    Vigo, D
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1999, 112 (01) : 158 - 166
  • [50] Improved Absolute Approximation Ratios for Two-Dimensional Packing Problems
    Harren, Rolf
    van Stee, Rol
    APPROXIMATION, RANDOMIZATION, AND COMBINATORIAL OPTIMIZATION: ALGORITHMS AND TECHNIQUES, 2009, 5687 : 177 - 189