Solving two dimensional layout optimization problems with irregular shapes by using meta-heuristic
Solving two dimensional layout optimization problems with irregular shapes by using meta-heuristic
There are two main approaches popular with researchers to solve two dimensional layout optimization problems that involve irregular shapes, where the objective is to find an arrangement of the irregular pieces in order to minimize waste material. In this paper we have grouped them into iterative constructive heuristics (ICH) and those heuristic which search over the physical layout (SOL). Both approaches are competitive and each new publication brings better results with respect to the benchmark data sets. Although this can be credited to better algorithm design, it could also be argued that researchers are getting better at customizing their algorithms to suit the available benchmark data sets. We intend to investigate these two approaches and establish some principles of the strengths and weaknesses of each approach with respect to data type. The experimental results provide an insight into the desirable solution approach given the variability in input data.
9781424426294
178-182
Ramakrishnan, K.
70b9d064-65df-40b9-badf-c86d308f2313
Bennell, J.A.
38d924bc-c870-4641-9448-1ac8dd663a30
Omar, Mohamed K.
8ee3396f-7874-44df-b4aa-30ac2559c7d4
Ramakrishnan, K.
70b9d064-65df-40b9-badf-c86d308f2313
Bennell, J.A.
38d924bc-c870-4641-9448-1ac8dd663a30
Omar, Mohamed K.
8ee3396f-7874-44df-b4aa-30ac2559c7d4
Ramakrishnan, K., Bennell, J.A. and Omar, Mohamed K.
(2009)
Solving two dimensional layout optimization problems with irregular shapes by using meta-heuristic.
In 2008 IEEE International Conference on Industrial Engineering and Engineering Management.
IEEE.
.
(doi:10.1109/IEEM.2008.4737855).
Record type:
Conference or Workshop Item
(Paper)
Abstract
There are two main approaches popular with researchers to solve two dimensional layout optimization problems that involve irregular shapes, where the objective is to find an arrangement of the irregular pieces in order to minimize waste material. In this paper we have grouped them into iterative constructive heuristics (ICH) and those heuristic which search over the physical layout (SOL). Both approaches are competitive and each new publication brings better results with respect to the benchmark data sets. Although this can be credited to better algorithm design, it could also be argued that researchers are getting better at customizing their algorithms to suit the available benchmark data sets. We intend to investigate these two approaches and establish some principles of the strengths and weaknesses of each approach with respect to data type. The experimental results provide an insight into the desirable solution approach given the variability in input data.
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e-pub ahead of print date: 6 January 2009
Venue - Dates:
2008 IEEE International Conference on Industrial Engineering and Engineering Management, Singapore, 2008-12-08 - 2008-12-11
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Local EPrints ID: 154821
URI: http://eprints.soton.ac.uk/id/eprint/154821
ISBN: 9781424426294
PURE UUID: 67dcdd3f-1684-44c9-beb8-fbed4d7895a5
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Date deposited: 26 May 2010 12:49
Last modified: 14 Mar 2024 01:35
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Author:
K. Ramakrishnan
Author:
J.A. Bennell
Author:
Mohamed K. Omar
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