An agent-based approach to the two-dimensional guillotine bin packing problem

被引:32
作者
Polyakovsky, Sergey [2 ]
M'Hallah, Rym [1 ]
机构
[1] Kuwait Univ, Dept Stat & Operat Res, Safat 13060, Kuwait
[2] Ufa State Aviat Tech Univ, Dept Comp Sci & Robot, Ufa, Russia
关键词
Heuristics; Cutting and packing; Two-dimensional bin packing; Agent-based systems; Artificial intelligence; ALGORITHMS;
D O I
10.1016/j.ejor.2007.10.020
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
The two-dimensional guillotine bin packing problem consists of packing, without overlap, small rectangular items into the smallest number of large rectangular bins where items are obtained via guillotine cuts. This problem is solved using a new guillotine bottom left (GBL) constructive heuristic and its agent-based (A-B) implementation. GBL, which is sequential, successively packs items into it bin and creates it new bin every time it can no longer fit any unpacked item into the current one. A-B, which is pseudo-parallel, uses the simplest system of artificial life. This system consists of active agents dynamically interacting in real time to jointly fill the bins while each agent is driven by its own parameters, decision process, and fitness assessment. A-B is particularly fast and yields near-optimal solutions. Its modularity makes it easily adaptable to knapsack related problems. (c) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:767 / 781
页数:15
相关论文
共 27 条
[1]  
[Anonymous], 2003, ADV CADCAM
[2]   A population heuristic for constrained two-dimensional non-guillotine cutting [J].
Beasley, JE .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2004, 156 (03) :601-627
[3]   TWO-DIMENSIONAL FINITE BIN-PACKING ALGORITHMS [J].
BERKEY, JO ;
WANG, PY .
JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 1987, 38 (05) :423-429
[4]  
BINKLEY KB, 2006, EUR J OPER RES, V183, P1230
[5]   ON PACKING TWO-DIMENSIONAL BINS [J].
CHUNG, FRK ;
GAREY, MR ;
JOHNSON, DS .
SIAM JOURNAL ON ALGEBRAIC AND DISCRETE METHODS, 1982, 3 (01) :66-76
[6]  
Correa J. R., 2004, ELECT NOTES DISCRETE, V18, P89
[7]   Resource augmentation in two-dimensional packing with orthogonal rotations [J].
Correa, JR .
OPERATIONS RESEARCH LETTERS, 2006, 34 (01) :85-93
[8]   A lower bound for the non-oriented two-dimensional bin packing problem [J].
Dell'Amico, M ;
Martello, S ;
Vigo, D .
DISCRETE APPLIED MATHEMATICS, 2002, 118 (1-2) :13-24
[9]   SOME EXPERIMENTS WITH SIMULATED ANNEALING TECHNIQUES FOR PACKING PROBLEMS [J].
DOWSLAND, KA .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1993, 68 (03) :389-399
[10]   Guided local search for the three-dimensional bin-packing problem [J].
Faroe, O ;
Pisinger, D ;
Zachariasen, M .
INFORMS JOURNAL ON COMPUTING, 2003, 15 (03) :267-283