A hybrid algorithm for the variable-sized bin-packing problem of pipe cutting in offshore platform construction

被引:1
|
作者
Guo, Yunhua [1 ,2 ]
Song, Renshen [2 ]
Zhang, Heng [3 ]
Wang, Chong [1 ,2 ]
Shin, Jong Gye [4 ,5 ]
机构
[1] Wuhan Univ Technol, Minist Educ, Key Lab High Performance Ship Technol, Wuhan 430063, Peoples R China
[2] Wuhan Univ Technol, Sch Naval Architecture Ocean & Energy Power Engn, Wuhan 430063, Peoples R China
[3] Jiangsu Automat Res Inst, Lianyungang 222006, Peoples R China
[4] Seoul Natl Univ, Dept Naval Architecture & Ocean Engn, Seoul, South Korea
[5] Seoul Natl Univ, Res Inst Marine Syst Engn, Seoul, South Korea
关键词
Variable-sized bin packing; Dynamic programming; Pipe-cutting; Heuristic; Offshore platform construction; APPROXIMATION SCHEME; STOCK; SEARCH;
D O I
10.1007/s00773-021-00842-w
中图分类号
U6 [水路运输]; P75 [海洋工程];
学科分类号
0814 ; 081505 ; 0824 ; 082401 ;
摘要
Given that the items and bins have random sizes, the optimization of pipe cutting in offshore platform construction can be described as a variant of the variable-sized bin-packing problem. In this study, we propose a hybrid algorithm (HCHACO) that embeds a constructive heuristic based on the combined approach in the modified ant colony optimization (ACO) scheme to solve this problem. The combined approach solves the subset sum problem by the combination of the greedy operation and dynamic programming. Study and mutation operations are introduced to the modified ACO to improve local search ability. Performance comparisons between the proposed and existing algorithms are carried out through experiments on several sets of instances. Results show that the proposed algorithm is competitive with the existing state-of-the-art algorithms.
引用
收藏
页码:422 / 438
页数:17
相关论文
共 50 条
  • [41] New bounds for variable-sized and resource augmented online bin packing
    Epstein, L
    Seiden, S
    van Stee, R
    AUTOMATA, LANGUAGES AND PROGRAMMING, 2002, 2380 : 306 - 317
  • [42] Hybrid Bioinspired Algorithm of 1.5 Dimensional Bin-Packing
    Lebedev, Boris K.
    Lebedev, Oleg B.
    Lebedeva, Ekaterina O.
    PROCEEDINGS OF THE THIRD INTERNATIONAL SCIENTIFIC CONFERENCE INTELLIGENT INFORMATION TECHNOLOGIES FOR INDUSTRY (IITI'18), VOL 1, 2019, 874 : 254 - 262
  • [43] Algorithms for the variable sized bin packing problem
    Kang, J
    Park, S
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2003, 147 (02) : 365 - 372
  • [44] A goal-driven approach to the 2D bin packing and variable-sized bin packing problems
    Wei, Lijun
    Oon, Wee-Chong
    Zhu, Wenbin
    Lim, Andrew
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2013, 224 (01) : 110 - 121
  • [45] Tighter bounds of the First Fit algorithm for the bin-packing problem
    Xia, Binzhou
    Tan, Zhiyi
    DISCRETE APPLIED MATHEMATICS, 2010, 158 (15) : 1668 - 1675
  • [46] Variable neighbourhood search for the variable sized bin packing problem
    Hemmelmayr, Vera
    Schmid, Verena
    Blum, Christian
    COMPUTERS & OPERATIONS RESEARCH, 2012, 39 (05) : 1097 - 1108
  • [47] An exact algorithm for the type-constrained and variable sized bin packing problem
    Chunyang Zhou
    Chongfeng Wu
    Yun Feng
    Annals of Operations Research, 2009, 172 : 193 - 202
  • [48] New and improved level heuristics for the rectangular strip packing and variable-sized bin packing problems
    Ortmann, Frank G.
    Ntene, Nthabiseng
    van Vuuren, Jan H.
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2010, 203 (02) : 306 - 315
  • [49] Algorithm for Crew-Scheduling Problem with Bin-Packing Features
    Qiao, Wenxin
    Hamedi, Masoud
    Haghani, Ali
    TRANSPORTATION RESEARCH RECORD, 2010, (2197) : 80 - 88
  • [50] An exact algorithm for the type-constrained and variable sized bin packing problem
    Zhou, Chunyang
    Wu, Chongfeng
    Feng, Yun
    ANNALS OF OPERATIONS RESEARCH, 2009, 172 (01) : 193 - 202