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Reconstruction Layout Optimization of Multivariety and Small Batch Workshop in Aerospace Industry
To cope with the problems of frequent mold changes, long production cycles and serious logistics crossings in workshop of aerospace enterprise. First, a manufacturing cell layout planning method based on the feature bit code domain method and K-Means++ is proposed to realize the accurate division of...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9812598/ https://www.ncbi.nlm.nih.gov/pubmed/36619813 http://dx.doi.org/10.1155/2022/9181865 |
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author | Zhao, Baohai Jiang, Xingyu Tian, Zhiqiang Chen, Keqiang Yang, Guozhe Liu, Shun Wang, Minghao Liu, Weijun |
author_facet | Zhao, Baohai Jiang, Xingyu Tian, Zhiqiang Chen, Keqiang Yang, Guozhe Liu, Shun Wang, Minghao Liu, Weijun |
author_sort | Zhao, Baohai |
collection | PubMed |
description | To cope with the problems of frequent mold changes, long production cycles and serious logistics crossings in workshop of aerospace enterprise. First, a manufacturing cell layout planning method based on the feature bit code domain method and K-Means++ is proposed to realize the accurate division of manufacturing cells. Then, a multiobjective optimization method of dynamic reconstruction layout based on improved fruit fly optimization algorithm (IFOA) is proposed to solve the reconstruction layout optimization of the production workshop problem with the optimization objectives of logistics cost, reconstruction cost, loss cost, and cell integrated area. Finally, plant simulation software is applied to simulate the workshop layout before and after optimization. The simulation results show that the logistics cost of the workshop cell layout after optimization is reduced by 8.7%, the utilization rate of the workshop area is improved by 5.2%, and the value-added rate of products is increased by 6.6%, which verifies the effectiveness and feasibility of the proposed model and method. |
format | Online Article Text |
id | pubmed-9812598 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-98125982023-01-05 Reconstruction Layout Optimization of Multivariety and Small Batch Workshop in Aerospace Industry Zhao, Baohai Jiang, Xingyu Tian, Zhiqiang Chen, Keqiang Yang, Guozhe Liu, Shun Wang, Minghao Liu, Weijun Comput Intell Neurosci Research Article To cope with the problems of frequent mold changes, long production cycles and serious logistics crossings in workshop of aerospace enterprise. First, a manufacturing cell layout planning method based on the feature bit code domain method and K-Means++ is proposed to realize the accurate division of manufacturing cells. Then, a multiobjective optimization method of dynamic reconstruction layout based on improved fruit fly optimization algorithm (IFOA) is proposed to solve the reconstruction layout optimization of the production workshop problem with the optimization objectives of logistics cost, reconstruction cost, loss cost, and cell integrated area. Finally, plant simulation software is applied to simulate the workshop layout before and after optimization. The simulation results show that the logistics cost of the workshop cell layout after optimization is reduced by 8.7%, the utilization rate of the workshop area is improved by 5.2%, and the value-added rate of products is increased by 6.6%, which verifies the effectiveness and feasibility of the proposed model and method. Hindawi 2022-12-28 /pmc/articles/PMC9812598/ /pubmed/36619813 http://dx.doi.org/10.1155/2022/9181865 Text en Copyright © 2022 Baohai Zhao et al. https://creativecommons.org/licenses/by/4.0/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 Zhao, Baohai Jiang, Xingyu Tian, Zhiqiang Chen, Keqiang Yang, Guozhe Liu, Shun Wang, Minghao Liu, Weijun Reconstruction Layout Optimization of Multivariety and Small Batch Workshop in Aerospace Industry |
title | Reconstruction Layout Optimization of Multivariety and Small Batch Workshop in Aerospace Industry |
title_full | Reconstruction Layout Optimization of Multivariety and Small Batch Workshop in Aerospace Industry |
title_fullStr | Reconstruction Layout Optimization of Multivariety and Small Batch Workshop in Aerospace Industry |
title_full_unstemmed | Reconstruction Layout Optimization of Multivariety and Small Batch Workshop in Aerospace Industry |
title_short | Reconstruction Layout Optimization of Multivariety and Small Batch Workshop in Aerospace Industry |
title_sort | reconstruction layout optimization of multivariety and small batch workshop in aerospace industry |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9812598/ https://www.ncbi.nlm.nih.gov/pubmed/36619813 http://dx.doi.org/10.1155/2022/9181865 |
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