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Multilevel hybrid method for optimal buffer sizing and inspection stations positioning
Designing competitive manufacturing systems with high levels of productivity and quality at a reasonable cost is a complex task. Decision makers must face numerous decision variables which involve multiple and iterative analysis of the estimated cost, quality and productivity of each design alternat...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5131013/ https://www.ncbi.nlm.nih.gov/pubmed/27995022 http://dx.doi.org/10.1186/s40064-016-3756-2 |
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author | Mhada, Fatima Zahra Ouzineb, Mohamed Pellerin, Robert El Hallaoui, Issmail |
author_facet | Mhada, Fatima Zahra Ouzineb, Mohamed Pellerin, Robert El Hallaoui, Issmail |
author_sort | Mhada, Fatima Zahra |
collection | PubMed |
description | Designing competitive manufacturing systems with high levels of productivity and quality at a reasonable cost is a complex task. Decision makers must face numerous decision variables which involve multiple and iterative analysis of the estimated cost, quality and productivity of each design alternative. This paper adresses this issue by providing a fast algorithm for solving the buffer sizing and inspection positioning problem of large production lines by combining heuristic and exact algorithms. We develop a multilevel hybrid search method combining a genetic algorithm and tabu search to identify promising locations for the inspection stations and an exact method that optimizes rapidly (in polynomial time) the buffers’ sizes for each location. Our method gives valuable insights into the problem, and its solution time is a small fraction of that required by the exact method on production lines with 10–30 machines. |
format | Online Article Text |
id | pubmed-5131013 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-51310132016-12-19 Multilevel hybrid method for optimal buffer sizing and inspection stations positioning Mhada, Fatima Zahra Ouzineb, Mohamed Pellerin, Robert El Hallaoui, Issmail Springerplus Research Designing competitive manufacturing systems with high levels of productivity and quality at a reasonable cost is a complex task. Decision makers must face numerous decision variables which involve multiple and iterative analysis of the estimated cost, quality and productivity of each design alternative. This paper adresses this issue by providing a fast algorithm for solving the buffer sizing and inspection positioning problem of large production lines by combining heuristic and exact algorithms. We develop a multilevel hybrid search method combining a genetic algorithm and tabu search to identify promising locations for the inspection stations and an exact method that optimizes rapidly (in polynomial time) the buffers’ sizes for each location. Our method gives valuable insights into the problem, and its solution time is a small fraction of that required by the exact method on production lines with 10–30 machines. Springer International Publishing 2016-11-30 /pmc/articles/PMC5131013/ /pubmed/27995022 http://dx.doi.org/10.1186/s40064-016-3756-2 Text en © The Author(s) 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
spellingShingle | Research Mhada, Fatima Zahra Ouzineb, Mohamed Pellerin, Robert El Hallaoui, Issmail Multilevel hybrid method for optimal buffer sizing and inspection stations positioning |
title | Multilevel hybrid method for optimal buffer sizing and inspection stations positioning |
title_full | Multilevel hybrid method for optimal buffer sizing and inspection stations positioning |
title_fullStr | Multilevel hybrid method for optimal buffer sizing and inspection stations positioning |
title_full_unstemmed | Multilevel hybrid method for optimal buffer sizing and inspection stations positioning |
title_short | Multilevel hybrid method for optimal buffer sizing and inspection stations positioning |
title_sort | multilevel hybrid method for optimal buffer sizing and inspection stations positioning |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5131013/ https://www.ncbi.nlm.nih.gov/pubmed/27995022 http://dx.doi.org/10.1186/s40064-016-3756-2 |
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