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An empirical study of collaborative capacity evaluation and scheduling optimization for a CPD project
In a collaborative product design project, reasonable resource allocation can shorten the development cycle and reduce cost. Team capacity evaluation and a task-team scheduling model are presented. A collaborative team capacity model is constructed, and a 2-tuple linguistic method is used to evaluat...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6070215/ https://www.ncbi.nlm.nih.gov/pubmed/30067816 http://dx.doi.org/10.1371/journal.pone.0200753 |
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author | Wang, Xiaolei Ci, Tiejun Tsai, Sang-Bing Liu, Aijun Chen, Quan |
author_facet | Wang, Xiaolei Ci, Tiejun Tsai, Sang-Bing Liu, Aijun Chen, Quan |
author_sort | Wang, Xiaolei |
collection | PubMed |
description | In a collaborative product design project, reasonable resource allocation can shorten the development cycle and reduce cost. Team capacity evaluation and a task-team scheduling model are presented. A collaborative team capacity model is constructed, and a 2-tuple linguistic method is used to evaluate the capacity of collaborative teams. Next, the matching degree between design task and collaborative team is defined. A collaborative product design scheduling model considering task-team matching is developed. Combined with the simulated annealing operator, based on the single-coding strategy, self-adaptive multi-point cross and mutation, an improved genetic algorithm is proposed to solve the model. Finally, a case study is presented to validate the method. |
format | Online Article Text |
id | pubmed-6070215 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-60702152018-08-09 An empirical study of collaborative capacity evaluation and scheduling optimization for a CPD project Wang, Xiaolei Ci, Tiejun Tsai, Sang-Bing Liu, Aijun Chen, Quan PLoS One Research Article In a collaborative product design project, reasonable resource allocation can shorten the development cycle and reduce cost. Team capacity evaluation and a task-team scheduling model are presented. A collaborative team capacity model is constructed, and a 2-tuple linguistic method is used to evaluate the capacity of collaborative teams. Next, the matching degree between design task and collaborative team is defined. A collaborative product design scheduling model considering task-team matching is developed. Combined with the simulated annealing operator, based on the single-coding strategy, self-adaptive multi-point cross and mutation, an improved genetic algorithm is proposed to solve the model. Finally, a case study is presented to validate the method. Public Library of Science 2018-08-01 /pmc/articles/PMC6070215/ /pubmed/30067816 http://dx.doi.org/10.1371/journal.pone.0200753 Text en © 2018 Wang et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Wang, Xiaolei Ci, Tiejun Tsai, Sang-Bing Liu, Aijun Chen, Quan An empirical study of collaborative capacity evaluation and scheduling optimization for a CPD project |
title | An empirical study of collaborative capacity evaluation and scheduling optimization for a CPD project |
title_full | An empirical study of collaborative capacity evaluation and scheduling optimization for a CPD project |
title_fullStr | An empirical study of collaborative capacity evaluation and scheduling optimization for a CPD project |
title_full_unstemmed | An empirical study of collaborative capacity evaluation and scheduling optimization for a CPD project |
title_short | An empirical study of collaborative capacity evaluation and scheduling optimization for a CPD project |
title_sort | empirical study of collaborative capacity evaluation and scheduling optimization for a cpd project |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6070215/ https://www.ncbi.nlm.nih.gov/pubmed/30067816 http://dx.doi.org/10.1371/journal.pone.0200753 |
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