Differential evolution algorithm for storage location assignment problem
© Springer-Verlag Berlin Heidelberg 2015. This study addresses warehouse storage location assignment problems (SLAP) where the traveling distance in an order-picking process is considered with three-axis traveling distance; two-horizontal and one-vertical distance. A mathematical model of the proble...
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th-cmuir.6653943832-444442018-04-25T07:50:43Z Differential evolution algorithm for storage location assignment problem Warisa Wisittipanich Pongsakorn Meesuk Agricultural and Biological Sciences © Springer-Verlag Berlin Heidelberg 2015. This study addresses warehouse storage location assignment problems (SLAP) where the traveling distance in an order-picking process is considered with three-axis traveling distance; two-horizontal and one-vertical distance. A mathematical model of the problem is first presented, then LINGO is used to find optimal solutions for a set of generated problems. However, as the problem size increases, computing time increases rapidly, and eventually the solution could not be found when the problem size is very large. Thus, this study presents an application of Differential Evolution (DE) algorithm to solve SLAP. The performance of proposed DE is evaluated on a set of generated problems, and the experimental results shows that the algorithm is able to provide good solutions especially for the large-size problems with relatively shorter computing time. 2018-01-24T04:42:56Z 2018-01-24T04:42:56Z 2015-01-01 Book Series 18761119 18761100 2-s2.0-84946018981 10.1007/978-3-662-47200-2_29 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84946018981&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/44444 |
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Agricultural and Biological Sciences Warisa Wisittipanich Pongsakorn Meesuk Differential evolution algorithm for storage location assignment problem |
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© Springer-Verlag Berlin Heidelberg 2015. This study addresses warehouse storage location assignment problems (SLAP) where the traveling distance in an order-picking process is considered with three-axis traveling distance; two-horizontal and one-vertical distance. A mathematical model of the problem is first presented, then LINGO is used to find optimal solutions for a set of generated problems. However, as the problem size increases, computing time increases rapidly, and eventually the solution could not be found when the problem size is very large. Thus, this study presents an application of Differential Evolution (DE) algorithm to solve SLAP. The performance of proposed DE is evaluated on a set of generated problems, and the experimental results shows that the algorithm is able to provide good solutions especially for the large-size problems with relatively shorter computing time. |
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Book Series |
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Warisa Wisittipanich Pongsakorn Meesuk |
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Warisa Wisittipanich Pongsakorn Meesuk |
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Warisa Wisittipanich |
title |
Differential evolution algorithm for storage location assignment problem |
title_short |
Differential evolution algorithm for storage location assignment problem |
title_full |
Differential evolution algorithm for storage location assignment problem |
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Differential evolution algorithm for storage location assignment problem |
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Differential evolution algorithm for storage location assignment problem |
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differential evolution algorithm for storage location assignment problem |
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2018 |
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https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84946018981&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/44444 |
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