Exact and approximate methods for the score-constrained packing problem
Exact and approximate methods for the score-constrained packing problem
This paper investigates a packing problem related to the one-dimensional bin packing problem in which the order and orientation of items influences the feasibility of a solution. We give an exact polynomial-time algorithm for the Constrained Ordering Problem, explaining how it can be used to find a feasible packing of items in a single bin. We then introduce an evolutionary algorithm for the multi-bin version of the problem, which incorporates the exact algorithm along with a local search procedure and three recombination operators. The mechanisms and results produced by each of the recombination operators are compared, and we discuss the circumstances in which each approach proves most advantageous.
Combinatorial optimization, Evolutionary computations, Packing
847-859
Hawa, Asyl L.
64ce4257-6176-4a4e-bce5-5e1147377355
Lewis, Rhyd
e559e7d5-0885-4b0e-9fb3-a71c10b8e883
Thompson, Jonathan M.
aeb78954-00f6-40b9-93d5-c91a0137bf72
1 November 2022
Hawa, Asyl L.
64ce4257-6176-4a4e-bce5-5e1147377355
Lewis, Rhyd
e559e7d5-0885-4b0e-9fb3-a71c10b8e883
Thompson, Jonathan M.
aeb78954-00f6-40b9-93d5-c91a0137bf72
Hawa, Asyl L., Lewis, Rhyd and Thompson, Jonathan M.
(2022)
Exact and approximate methods for the score-constrained packing problem.
European Journal of Operational Research, 302 (3), .
(doi:10.1016/j.ejor.2022.01.028).
Abstract
This paper investigates a packing problem related to the one-dimensional bin packing problem in which the order and orientation of items influences the feasibility of a solution. We give an exact polynomial-time algorithm for the Constrained Ordering Problem, explaining how it can be used to find a feasible packing of items in a single bin. We then introduce an evolutionary algorithm for the multi-bin version of the problem, which incorporates the exact algorithm along with a local search procedure and three recombination operators. The mechanisms and results produced by each of the recombination operators are compared, and we discuss the circumstances in which each approach proves most advantageous.
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Accepted/In Press date: 17 January 2022
e-pub ahead of print date: 11 February 2022
Published date: 1 November 2022
Additional Information:
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© 2022 Elsevier B.V.
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Copyright 2022 Elsevier B.V., All rights reserved.
Keywords:
Combinatorial optimization, Evolutionary computations, Packing
Identifiers
Local EPrints ID: 456959
URI: http://eprints.soton.ac.uk/id/eprint/456959
ISSN: 0377-2217
PURE UUID: c70e5bc3-8b3f-4333-bd7b-95b1e6dabade
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Date deposited: 18 May 2022 16:50
Last modified: 05 Jun 2024 19:56
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Author:
Rhyd Lewis
Author:
Jonathan M. Thompson
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