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
  • [21] Dilatancy of two-dimensional disk packing
    Sirono, S.
    EPL, 2011, 96 (03)
  • [22] Sparsest packing of two-dimensional objects
    Romanova, Tatiana
    Pankratov, Alexander
    Litvinchev, Igor
    Plankovskyy, Sergiy
    Tsegelnyk, Yevgen
    Shypul, Olga
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2021, 59 (13) : 3900 - 3915
  • [23] Neural algorithms of two-dimensional packing
    Wang, CX
    Cao, YD
    Zha, JZ
    PROCEEDINGS OF THE 3RD WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-5, 2000, : 1127 - 1131
  • [24] Study on Two-Dimensional Packing Problem
    Zhou Dexiang
    Wang Xianrong
    Chen Shengda
    MEMS, NANO AND SMART SYSTEMS, PTS 1-6, 2012, 403-408 : 246 - 249
  • [25] Fragmentation of grains in a two-dimensional packing
    J.A. Åström
    H.J. Herrmann
    The European Physical Journal B - Condensed Matter and Complex Systems, 1998, 5 : 551 - 554
  • [26] Two-dimensional packing algorithm for autoclave molding scheduling of aeronautical composite materials production
    Xie, Naiming
    Zheng, Shaoxiang
    Wu, Qiao
    COMPUTERS & INDUSTRIAL ENGINEERING, 2020, 146 (146)
  • [27] Just-in-Time Batch Scheduling Problem with Two-dimensional Bin Packing Constraints
    Polyakovskiy, Sergey
    Makarowsky, Alexander
    M'Hallah, Rym
    PROCEEDINGS OF THE 2017 GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE (GECCO'17), 2017, : 321 - 328
  • [28] Two-dimensional placement optimization for multi-parts production in additive manufacturing
    Zhang, Yicha
    Gupta, Ravi Kumar
    Bernard, Alain
    ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING, 2016, 38 : 102 - 117
  • [29] Design for additive manufacturing: Automated build orientation selection and optimization
    Zwier, Marijn P.
    Wits, Wessel W.
    5TH CIRP GLOBAL WEB CONFERENCE - RESEARCH AND INNOVATION FOR FUTURE PRODUCTION (CIRPE 2016), 2016, 55 : 128 - 133
  • [30] New reduction procedures and lower bounds for the two-dimensional bin packing problem with fixed orientation
    Carlier, Jacques
    Clautiaux, Francois
    Moukrim, Aziz
    COMPUTERS & OPERATIONS RESEARCH, 2007, 34 (08) : 2223 - 2250