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Industrial robot selection using a multiple criteria group decision making method with individual preferences
This paper proposes a multiple criteria group decision making with individual preferences (MCGDM-IP) to address the robot selection problem (RSP). Four objective criteria elicitation approaches, namely, Shannon entropy approach, CRITIC approach, distance-based approach, and ideal-point approach, are...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8675764/ https://www.ncbi.nlm.nih.gov/pubmed/34914765 http://dx.doi.org/10.1371/journal.pone.0259354 |
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author | Zhao, Jinling Sui, Yubing Xu, Yang Lai, K. K. |
author_facet | Zhao, Jinling Sui, Yubing Xu, Yang Lai, K. K. |
author_sort | Zhao, Jinling |
collection | PubMed |
description | This paper proposes a multiple criteria group decision making with individual preferences (MCGDM-IP) to address the robot selection problem (RSP). Four objective criteria elicitation approaches, namely, Shannon entropy approach, CRITIC approach, distance-based approach, and ideal-point approach, are proposed to indicate individual decision makers. A preliminary group decision matrix is therefore formulated. Both preferential differences representing the preference degrees among different robots, and preferential priorities representing the favorite ranking of robots for each individual decision maker, are analyzed to propose a revised group decision matrix. A satisfaction index is developed to manifest the merits of the proposed MCGDM-IP. An illustrative example using the data drawn from previous literature is conducted to indicate the effectiveness and validity of MCGDM-IP. The results demonstrate that the MCGDM-IP could generate a more satisfactory scheme to evaluate and select industrial robots, with an improvement of group satisfactory level as 2.12%. |
format | Online Article Text |
id | pubmed-8675764 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-86757642021-12-17 Industrial robot selection using a multiple criteria group decision making method with individual preferences Zhao, Jinling Sui, Yubing Xu, Yang Lai, K. K. PLoS One Research Article This paper proposes a multiple criteria group decision making with individual preferences (MCGDM-IP) to address the robot selection problem (RSP). Four objective criteria elicitation approaches, namely, Shannon entropy approach, CRITIC approach, distance-based approach, and ideal-point approach, are proposed to indicate individual decision makers. A preliminary group decision matrix is therefore formulated. Both preferential differences representing the preference degrees among different robots, and preferential priorities representing the favorite ranking of robots for each individual decision maker, are analyzed to propose a revised group decision matrix. A satisfaction index is developed to manifest the merits of the proposed MCGDM-IP. An illustrative example using the data drawn from previous literature is conducted to indicate the effectiveness and validity of MCGDM-IP. The results demonstrate that the MCGDM-IP could generate a more satisfactory scheme to evaluate and select industrial robots, with an improvement of group satisfactory level as 2.12%. Public Library of Science 2021-12-16 /pmc/articles/PMC8675764/ /pubmed/34914765 http://dx.doi.org/10.1371/journal.pone.0259354 Text en © 2021 Zhao 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 Zhao, Jinling Sui, Yubing Xu, Yang Lai, K. K. Industrial robot selection using a multiple criteria group decision making method with individual preferences |
title | Industrial robot selection using a multiple criteria group decision making method with individual preferences |
title_full | Industrial robot selection using a multiple criteria group decision making method with individual preferences |
title_fullStr | Industrial robot selection using a multiple criteria group decision making method with individual preferences |
title_full_unstemmed | Industrial robot selection using a multiple criteria group decision making method with individual preferences |
title_short | Industrial robot selection using a multiple criteria group decision making method with individual preferences |
title_sort | industrial robot selection using a multiple criteria group decision making method with individual preferences |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8675764/ https://www.ncbi.nlm.nih.gov/pubmed/34914765 http://dx.doi.org/10.1371/journal.pone.0259354 |
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