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A dynamic programming-based heuristic for the variable sized two-dimensional bin packing problem

delete2011-07-01
delete17
PRE
AI
Y
Ya Liu *
C
Chengbin Chu
王
王刊良 (Kanliang Wang)
DOI:10.1080/00207543.2010.501549delete
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Abstract

Abstract

En 中文
This paper addresses a variable sized two-dimensional bin packing problem. We propose two heuristics, H1 and H2, stemming from the dynamic programming idea by aggregating states to avoid the explosion in the number of states. These algorithms are elaborated for different purposes: H1 builds a general packing plan for items, while H2 can provide solutions by considering a variety of customer demands, such as guillotine cutting style and rotation of items. The performance of both algorithms is evaluated based on randomly generated instances reported in the literature by comparing them with the lower bounds and optimal solutions for identical bins. Computational results show that the average gaps are 8.97% and 13.41%, respectively, for H1 and H2 compared with lower bounds, and 5.26% and 6.26% compared with optimal solutions for identical bins. We also found that we can save 6.67% of space, on average, by considering variable sized bins instead of a bin packing problem with identical bins.
Keywords:
operational research
optimisation

Journal

International Journal of Production Research cover
International Journal of Production Research
IF:
7.3
Papers:
1.1W
Citations:
3.7W

Organization

U
Université Paris Saclay
Scholars:
455
Papers: 209
Citations: 0
X
Xi'an Jiaotong University
Scholars:
7.4K
Papers: 2.0K
Citations: 0
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