A SAT-based Method for Solving the Two-dimensional Strip Packing Problem

被引:13
作者
Soh, Takehide [1 ]
Inoue, Katsumi [1 ,2 ]
Tamura, Naoyuki [3 ]
Banbara, Mutsunori [3 ]
Nabeshima, Hidetomo [4 ]
机构
[1] Grad Univ Adv Studies, Dept Informat, Chiyoda Ku, Tokyo 1018430, Japan
[2] Natl Inst Informat, Principles Informat Div, Chiyoda Ku, Tokyo 1018430, Japan
[3] Kobe Univ, Informat Sci & Technol Ctr, Nada Ku, Kobe, Hyogo 6578501, Japan
[4] Univ Yamanashi, Interdisciplinary Grad Sch Med & Engn, Kofu, Yamanashi 4008511, Japan
关键词
Boolean satisfiability; Strip packing problem; SAT encoding; Constraint satisfaction problem; SEARCH ALGORITHM; GRASP;
D O I
10.3233/FI-2010-314
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
We propose a satisfiability testing (SAT) based exact approach for solving the two-dimensional strip packing problem (2SPP). In this problem, we are given a set of rectangles and one large rectangle called a strip. The goal of the problem is to pack all rectangles without overlapping, into the strip by minimizing the overall height of the packing. Although the 2SPP has been studied in Operations Research, some instances are still hard to solve. Our method solves the 2SPP by translating it into a SAT problem through a SAT encoding called order encoding. The translated SAT problems tend to be large; thus, we apply several techniques to reduce the search space by symmetry breaking and positional relations of rectangles. To solve a 2SPP, that is, to compute the minimum height of a 2SPP, we need to repeatedly solve similar SAT problems. We thus reuse learned clauses and assumptions from the previously solved SAT problems. To evaluate our approach, we obtained results for 38 instances from the literature and made comparisons with a constraint satisfaction solver and an ad-hoc 2SPP solver.
引用
收藏
页码:467 / 487
页数:21
相关论文
共 55 条
[31]   An empirical investigation of meta-heuristic and heuristic algorithms for a 2D packing problem [J].
Hopper, E ;
Turton, BCH .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2001, 128 (01) :34-57
[32]  
Huang J., 2007, P IJCAI
[33]   A competitive and cooperative approach to propositional satisfiability [J].
Inoue, Katsumi ;
Soh, Takehide ;
Ueda, Seiji ;
Sasaura, Yoshito ;
Banbara, Mutsunori ;
Tamura, Naoyuki .
DISCRETE APPLIED MATHEMATICS, 2006, 154 (16) :2291-2306
[34]  
JUSSIEN N, 2008, P 3 INT CSP SOLV COM
[35]  
LEE CC, 2007, P 2007 IEEE ACM INT
[36]   Two-dimensional packing problems: A survey [J].
Lodi, A ;
Martello, S ;
Monaci, M .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2002, 141 (02) :241-252
[37]  
Marques-Silva J., 1997, P FAULT TOL COMP S
[38]   GRASP: A search algorithm for propositional satisfiability [J].
Marques-Silva, JP ;
Sakallah, KA .
IEEE TRANSACTIONS ON COMPUTERS, 1999, 48 (05) :506-521
[39]   An exact approach to the strip-packing problem [J].
Martello, S ;
Monaci, M ;
Vigo, D .
INFORMS JOURNAL ON COMPUTING, 2003, 15 (03) :310-319
[40]  
Moskewicz M. W., 2001, P DAC