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An Improved Hierarchical Genetic Algorithm for Sheet Cutting Scheduling with Process Constraints

For the first time, an improved hierarchical genetic algorithm for sheet cutting problem which involves n cutting patterns for m non-identical parallel machines with process constraints has been proposed in the integrated cutting stock model. The objective of the cutting scheduling problem is minimi...

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Detalles Bibliográficos
Autores principales: Rao, Yunqing, Qi, Dezhong, Li, Jinling
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3886606/
https://www.ncbi.nlm.nih.gov/pubmed/24489491
http://dx.doi.org/10.1155/2013/202683
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author Rao, Yunqing
Qi, Dezhong
Li, Jinling
author_facet Rao, Yunqing
Qi, Dezhong
Li, Jinling
author_sort Rao, Yunqing
collection PubMed
description For the first time, an improved hierarchical genetic algorithm for sheet cutting problem which involves n cutting patterns for m non-identical parallel machines with process constraints has been proposed in the integrated cutting stock model. The objective of the cutting scheduling problem is minimizing the weighted completed time. A mathematical model for this problem is presented, an improved hierarchical genetic algorithm (ant colony—hierarchical genetic algorithm) is developed for better solution, and a hierarchical coding method is used based on the characteristics of the problem. Furthermore, to speed up convergence rates and resolve local convergence issues, a kind of adaptive crossover probability and mutation probability is used in this algorithm. The computational result and comparison prove that the presented approach is quite effective for the considered problem.
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spelling pubmed-38866062014-02-02 An Improved Hierarchical Genetic Algorithm for Sheet Cutting Scheduling with Process Constraints Rao, Yunqing Qi, Dezhong Li, Jinling ScientificWorldJournal Research Article For the first time, an improved hierarchical genetic algorithm for sheet cutting problem which involves n cutting patterns for m non-identical parallel machines with process constraints has been proposed in the integrated cutting stock model. The objective of the cutting scheduling problem is minimizing the weighted completed time. A mathematical model for this problem is presented, an improved hierarchical genetic algorithm (ant colony—hierarchical genetic algorithm) is developed for better solution, and a hierarchical coding method is used based on the characteristics of the problem. Furthermore, to speed up convergence rates and resolve local convergence issues, a kind of adaptive crossover probability and mutation probability is used in this algorithm. The computational result and comparison prove that the presented approach is quite effective for the considered problem. Hindawi Publishing Corporation 2013-12-24 /pmc/articles/PMC3886606/ /pubmed/24489491 http://dx.doi.org/10.1155/2013/202683 Text en Copyright © 2013 Yunqing Rao et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Rao, Yunqing
Qi, Dezhong
Li, Jinling
An Improved Hierarchical Genetic Algorithm for Sheet Cutting Scheduling with Process Constraints
title An Improved Hierarchical Genetic Algorithm for Sheet Cutting Scheduling with Process Constraints
title_full An Improved Hierarchical Genetic Algorithm for Sheet Cutting Scheduling with Process Constraints
title_fullStr An Improved Hierarchical Genetic Algorithm for Sheet Cutting Scheduling with Process Constraints
title_full_unstemmed An Improved Hierarchical Genetic Algorithm for Sheet Cutting Scheduling with Process Constraints
title_short An Improved Hierarchical Genetic Algorithm for Sheet Cutting Scheduling with Process Constraints
title_sort improved hierarchical genetic algorithm for sheet cutting scheduling with process constraints
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3886606/
https://www.ncbi.nlm.nih.gov/pubmed/24489491
http://dx.doi.org/10.1155/2013/202683
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