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Integrated scheduling of distributed production and distribution in group manufacturing with uncertain travel time
This paper presents a novel integrated distributed production and distribution scheduling problem in group manufacturing with uncertain travel time (IDPDSP-GM-UTT), in which products are firstly produced in several distributed hybrid flow shops and then delivered to several retailers in batches. The...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9568932/ https://www.ncbi.nlm.nih.gov/pubmed/36267695 http://dx.doi.org/10.1007/s40747-022-00875-7 |
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author | Guo, Jun Liu, Wenjun Peng, Zhao Du, Baigang |
author_facet | Guo, Jun Liu, Wenjun Peng, Zhao Du, Baigang |
author_sort | Guo, Jun |
collection | PubMed |
description | This paper presents a novel integrated distributed production and distribution scheduling problem in group manufacturing with uncertain travel time (IDPDSP-GM-UTT), in which products are firstly produced in several distributed hybrid flow shops and then delivered to several retailers in batches. The proposed model considers both geographical dispersion of multi-factories and variable travel time between factories and retailers caused by time-varying dynamics of road network, which describes the production environment more authentic. Additionally, a mathematical model is developed to find the optimal quantity of raw material, delivery plan, and punishment of earliness and tardiness with the objective of minimizing total costs. Then, an improved genetic algorithm with two-stage heuristic mutation scheduling strategy and tabu search for local optimization (GA-2HMS&TS) is designed to solve the proposed model. To verify the performances of the proposed method, several experiments by adopting test experimental examples with different scales are performed. The computational results exhibit that the GA-2HMS&TS not only significantly reduces the total cost of production and distribution, but also outperforms all of its rivals. In addition, the robustness of the proposed models is also analyzed with regard to the different road conditions. |
format | Online Article Text |
id | pubmed-9568932 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-95689322022-10-16 Integrated scheduling of distributed production and distribution in group manufacturing with uncertain travel time Guo, Jun Liu, Wenjun Peng, Zhao Du, Baigang Complex Intell Systems Original Article This paper presents a novel integrated distributed production and distribution scheduling problem in group manufacturing with uncertain travel time (IDPDSP-GM-UTT), in which products are firstly produced in several distributed hybrid flow shops and then delivered to several retailers in batches. The proposed model considers both geographical dispersion of multi-factories and variable travel time between factories and retailers caused by time-varying dynamics of road network, which describes the production environment more authentic. Additionally, a mathematical model is developed to find the optimal quantity of raw material, delivery plan, and punishment of earliness and tardiness with the objective of minimizing total costs. Then, an improved genetic algorithm with two-stage heuristic mutation scheduling strategy and tabu search for local optimization (GA-2HMS&TS) is designed to solve the proposed model. To verify the performances of the proposed method, several experiments by adopting test experimental examples with different scales are performed. The computational results exhibit that the GA-2HMS&TS not only significantly reduces the total cost of production and distribution, but also outperforms all of its rivals. In addition, the robustness of the proposed models is also analyzed with regard to the different road conditions. Springer International Publishing 2022-10-15 2023 /pmc/articles/PMC9568932/ /pubmed/36267695 http://dx.doi.org/10.1007/s40747-022-00875-7 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Original Article Guo, Jun Liu, Wenjun Peng, Zhao Du, Baigang Integrated scheduling of distributed production and distribution in group manufacturing with uncertain travel time |
title | Integrated scheduling of distributed production and distribution in group manufacturing with uncertain travel time |
title_full | Integrated scheduling of distributed production and distribution in group manufacturing with uncertain travel time |
title_fullStr | Integrated scheduling of distributed production and distribution in group manufacturing with uncertain travel time |
title_full_unstemmed | Integrated scheduling of distributed production and distribution in group manufacturing with uncertain travel time |
title_short | Integrated scheduling of distributed production and distribution in group manufacturing with uncertain travel time |
title_sort | integrated scheduling of distributed production and distribution in group manufacturing with uncertain travel time |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9568932/ https://www.ncbi.nlm.nih.gov/pubmed/36267695 http://dx.doi.org/10.1007/s40747-022-00875-7 |
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