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An MAGDM method for design concept evaluation based on incomplete information

Design concept evaluation is a huge challenge in the R&D stage of new product development. The information in the assessments often depends on the decision-makers’ individual preferences. However, sometimes the decision-makers cannot give precise and complete information because it is very diffi...

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Detalles Bibliográficos
Autores principales: Chen, Zhe, Pan, Zhao, Ma, Qing, Hou, Tingting, Zhao, Peng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9683631/
https://www.ncbi.nlm.nih.gov/pubmed/36417413
http://dx.doi.org/10.1371/journal.pone.0277964
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author Chen, Zhe
Pan, Zhao
Ma, Qing
Hou, Tingting
Zhao, Peng
author_facet Chen, Zhe
Pan, Zhao
Ma, Qing
Hou, Tingting
Zhao, Peng
author_sort Chen, Zhe
collection PubMed
description Design concept evaluation is a huge challenge in the R&D stage of new product development. The information in the assessments often depends on the decision-makers’ individual preferences. However, sometimes the decision-makers cannot give precise and complete information because it is very difficult for them to be familiar with all the criteria. In this situation, an incomplete information decision-making matrix is established. In this paper, decision-making methods based on incomplete information are compared in the literature review. Incomplete information determination method using trust mechanism is proved as a proper way to solve this problem, and the missing information are computed based on the alternatives However, in design concept evaluation, experts commonly provide their preferences using linguistic words according to the different attributes. Hence, we propose a three-step Multiple Attributes Group Decision-making (MAGDM) method where the missing value are determined by attributes. In step one, a data repairing method is proposed based on trust theory. After that, in step two, a comprehensive weight determination method combining AHP and entropy is proposed to obtain the weight of index attributes. Finally, the Rough-TOPSIS method is applied in the design scheme ranking step. In the case study, the proposed method is implemented in a tourism product design process to show its effectiveness.
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spelling pubmed-96836312022-11-24 An MAGDM method for design concept evaluation based on incomplete information Chen, Zhe Pan, Zhao Ma, Qing Hou, Tingting Zhao, Peng PLoS One Research Article Design concept evaluation is a huge challenge in the R&D stage of new product development. The information in the assessments often depends on the decision-makers’ individual preferences. However, sometimes the decision-makers cannot give precise and complete information because it is very difficult for them to be familiar with all the criteria. In this situation, an incomplete information decision-making matrix is established. In this paper, decision-making methods based on incomplete information are compared in the literature review. Incomplete information determination method using trust mechanism is proved as a proper way to solve this problem, and the missing information are computed based on the alternatives However, in design concept evaluation, experts commonly provide their preferences using linguistic words according to the different attributes. Hence, we propose a three-step Multiple Attributes Group Decision-making (MAGDM) method where the missing value are determined by attributes. In step one, a data repairing method is proposed based on trust theory. After that, in step two, a comprehensive weight determination method combining AHP and entropy is proposed to obtain the weight of index attributes. Finally, the Rough-TOPSIS method is applied in the design scheme ranking step. In the case study, the proposed method is implemented in a tourism product design process to show its effectiveness. Public Library of Science 2022-11-23 /pmc/articles/PMC9683631/ /pubmed/36417413 http://dx.doi.org/10.1371/journal.pone.0277964 Text en © 2022 Chen et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://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
Chen, Zhe
Pan, Zhao
Ma, Qing
Hou, Tingting
Zhao, Peng
An MAGDM method for design concept evaluation based on incomplete information
title An MAGDM method for design concept evaluation based on incomplete information
title_full An MAGDM method for design concept evaluation based on incomplete information
title_fullStr An MAGDM method for design concept evaluation based on incomplete information
title_full_unstemmed An MAGDM method for design concept evaluation based on incomplete information
title_short An MAGDM method for design concept evaluation based on incomplete information
title_sort magdm method for design concept evaluation based on incomplete information
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9683631/
https://www.ncbi.nlm.nih.gov/pubmed/36417413
http://dx.doi.org/10.1371/journal.pone.0277964
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