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A branch-and-price algorithm for the two-dimensional vector packing problem

delete2020-02-01
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PRE
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魏丽军 (Lijun Wei)
赖明辉 (Minghui Lai)
A
Andrew Lim
胡骞 (Qian Hu) *
DOI:10.1016/j.ejor.2019.08.024delete
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Abstract

Abstract

En 中文
The two-dimensional vector packing problem is a well-known generalization of the classical bin packing problem. It considers two attributes for each item and bin. Two capacity constraints must be satisfied in a feasible packing solution for each bin. The objective is to minimize the number of bins used. To compute optimal solutions for the problem, we propose a new branch-and-price algorithm. A goal cut that sets a lower bound to the objective is used. It is effective in speeding up column generation by reducing the number of iterations. To efficiently solve the pricing problem, we develop a branch-and-bound method with dynamic programming, which first eliminates conflicts between two items through branching, and then solves the two-constraint knapsack problem at leaf nodes through dynamic programming. Extensive computational experiments were conducted based on 400 test instances from existing literature. Our algorithm significantly outperformed the existing branch-and-price algorithms. Most of the test instances were solved within just a few seconds. (C) 2019 Elsevier B.V. All rights reserved.
Keywords:
Packing
Two-dimensional vector packing problem
Exact algorithm
Branch-and-price
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Journal

European Journal of Operational Research cover
European Journal of Operational Research
IF:
6
Papers:
2.2W
Citations:
6.4W

Organization

S
southeast university - china
Scholars:
5.3W
Papers: 4.9W
Citations: 57
N
nanjing university
Scholars:
7.7W
Papers: 5.6W
Citations: 87
N
National University of Singapore
Scholars:
7.5W
Papers: 6.5W
Citations: 11.4W
G
guangdong university of technology
Scholars:
2.9W
Papers: 2.0W
Citations: 36
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