Voxel-based solution approaches to the three-dimensional irregular packing problem
Voxel-based solution approaches to the three-dimensional irregular packing problem
Research on the three-dimensional (3D) packing problem has largely focused on packing boxes for the transportation of goods. As a result, there has been little focus on packing irregular shapes in the operational research literature. New technologies have raised the practical importance of 3D irregular packing problems and the need for efficient solutions. In this work, we address the variant of the problem where the aim is to place a set of 3D irregular items in a container, while minimizing the container height, analogous to the strip packing problem. In order to solve this problem, we need to address two critical components; efficient computation of the geometry and finding high-quality solutions. In this work, we explore the potential of voxels, the 3D equivalent of pixels, as the geometric representation of the irregular items. In this discretised space, we develop a geometric tool that extends the concept of the nofit polygon to the 3D case. This enables us to provide an integer linear programming formulation for this problem that can solve some small instances. For practical size problems, we designmetaheuristic optimisation approaches. Because the literature is limited,we introduce newbenchmark instances. Some are randomly generated and some represent realistic models from the additive manufacturing area. Our results on the literature benchmark data and on our new instances show that our metaheuristic techniques achieve the best known solutions for a wide variety of problems in practical computation times.
3D irregular packing, metaheuristics, open dimension problem, voxel
1298-1317
Lamas-Fernandez, Carlos
e96b5deb-74d5-4c9b-a0ce-448c99526b09
Bennell, Julia A.
38d924bc-c870-4641-9448-1ac8dd663a30
Martinez-Sykora, Antonio
2f9989e1-7860-4163-996c-b1e6f21d5bed
1 July 2023
Lamas-Fernandez, Carlos
e96b5deb-74d5-4c9b-a0ce-448c99526b09
Bennell, Julia A.
38d924bc-c870-4641-9448-1ac8dd663a30
Martinez-Sykora, Antonio
2f9989e1-7860-4163-996c-b1e6f21d5bed
Lamas-Fernandez, Carlos, Bennell, Julia A. and Martinez-Sykora, Antonio
(2023)
Voxel-based solution approaches to the three-dimensional irregular packing problem.
Operations Research, 71 (4), .
(doi:10.1287/opre.2022.2260).
Abstract
Research on the three-dimensional (3D) packing problem has largely focused on packing boxes for the transportation of goods. As a result, there has been little focus on packing irregular shapes in the operational research literature. New technologies have raised the practical importance of 3D irregular packing problems and the need for efficient solutions. In this work, we address the variant of the problem where the aim is to place a set of 3D irregular items in a container, while minimizing the container height, analogous to the strip packing problem. In order to solve this problem, we need to address two critical components; efficient computation of the geometry and finding high-quality solutions. In this work, we explore the potential of voxels, the 3D equivalent of pixels, as the geometric representation of the irregular items. In this discretised space, we develop a geometric tool that extends the concept of the nofit polygon to the 3D case. This enables us to provide an integer linear programming formulation for this problem that can solve some small instances. For practical size problems, we designmetaheuristic optimisation approaches. Because the literature is limited,we introduce newbenchmark instances. Some are randomly generated and some represent realistic models from the additive manufacturing area. Our results on the literature benchmark data and on our new instances show that our metaheuristic techniques achieve the best known solutions for a wide variety of problems in practical computation times.
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OPRE-2019-12-617_without_tracked_changes
- Accepted Manuscript
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lamas-fernandez-et-al-2022-voxel-based-solution-approaches-to-the-three-dimensional-irregular-packing-problem
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More information
Accepted/In Press date: 14 December 2021
e-pub ahead of print date: 4 May 2022
Published date: 1 July 2023
Keywords:
3D irregular packing, metaheuristics, open dimension problem, voxel
Identifiers
Local EPrints ID: 454733
URI: http://eprints.soton.ac.uk/id/eprint/454733
ISSN: 0030-364X
PURE UUID: 159fcd81-cdc9-43e7-b07b-21627aaf9583
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Date deposited: 22 Feb 2022 17:36
Last modified: 06 Nov 2024 02:56
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Contributors
Author:
Carlos Lamas-Fernandez
Author:
Julia A. Bennell
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