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An efficiency-based interval type-2 fuzzy multi-criteria group decision making for makeshift hospital selection
Since makeshift hospitals have strong ability in blocking the spread of the virus, how to design some methods to select the reasonable sites of makeshift hospitals is vitally important for containing COVID-19. This paper investigates an efficiency-based multi-criteria group decision making (MCGDM) m...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier B.V.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8641977/ https://www.ncbi.nlm.nih.gov/pubmed/34899106 http://dx.doi.org/10.1016/j.asoc.2021.108243 |
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author | Chen, Ze-hui Wan, Shu-ping Dong, Jiu-ying |
author_facet | Chen, Ze-hui Wan, Shu-ping Dong, Jiu-ying |
author_sort | Chen, Ze-hui |
collection | PubMed |
description | Since makeshift hospitals have strong ability in blocking the spread of the virus, how to design some methods to select the reasonable sites of makeshift hospitals is vitally important for containing COVID-19. This paper investigates an efficiency-based multi-criteria group decision making (MCGDM) method by combining the best-worst method (BWM) and data envelopment analysis (DEA) in trapezoidal interval type-2 fuzzy (TrIT2F) environment. This MCGDM method is called TrIT2F-BWM-DEA, where the TrIT2F-BWM is used to determine the weights of criteria and decision-makers, and the TrIT2F-DEA is employed to rank alternatives by measuring their overall efficiencies. Based on cut set theory, the expectation and average expectation (AE) of TrIT2FSs are successively defined. To solve three key issues in the development of the TrIT2F-BWM, this paper proposes a flexible ranking relation of TrIT2FSs to transform the TrIT2F constraints, initiates an efficient theorem to normalize the TrIT2F weights, and designs an input-based consistency ratio to check the reliability of the determined weights. A fully TrIT2F-DEA model is originally built to measure the TrIT2F efficiencies of alternatives. The alternatives are finally ranked according to the AEs of alternatives’ TrIT2F efficiencies. A site selection case of Fangcang hospitals and some comparative analyses are provided to confirm the validity and merits of the proposed TrIT2F-BWM-DEA. |
format | Online Article Text |
id | pubmed-8641977 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier B.V. |
record_format | MEDLINE/PubMed |
spelling | pubmed-86419772021-12-06 An efficiency-based interval type-2 fuzzy multi-criteria group decision making for makeshift hospital selection Chen, Ze-hui Wan, Shu-ping Dong, Jiu-ying Appl Soft Comput Article Since makeshift hospitals have strong ability in blocking the spread of the virus, how to design some methods to select the reasonable sites of makeshift hospitals is vitally important for containing COVID-19. This paper investigates an efficiency-based multi-criteria group decision making (MCGDM) method by combining the best-worst method (BWM) and data envelopment analysis (DEA) in trapezoidal interval type-2 fuzzy (TrIT2F) environment. This MCGDM method is called TrIT2F-BWM-DEA, where the TrIT2F-BWM is used to determine the weights of criteria and decision-makers, and the TrIT2F-DEA is employed to rank alternatives by measuring their overall efficiencies. Based on cut set theory, the expectation and average expectation (AE) of TrIT2FSs are successively defined. To solve three key issues in the development of the TrIT2F-BWM, this paper proposes a flexible ranking relation of TrIT2FSs to transform the TrIT2F constraints, initiates an efficient theorem to normalize the TrIT2F weights, and designs an input-based consistency ratio to check the reliability of the determined weights. A fully TrIT2F-DEA model is originally built to measure the TrIT2F efficiencies of alternatives. The alternatives are finally ranked according to the AEs of alternatives’ TrIT2F efficiencies. A site selection case of Fangcang hospitals and some comparative analyses are provided to confirm the validity and merits of the proposed TrIT2F-BWM-DEA. Elsevier B.V. 2022-01 2021-12-04 /pmc/articles/PMC8641977/ /pubmed/34899106 http://dx.doi.org/10.1016/j.asoc.2021.108243 Text en © 2021 Elsevier B.V. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Article Chen, Ze-hui Wan, Shu-ping Dong, Jiu-ying An efficiency-based interval type-2 fuzzy multi-criteria group decision making for makeshift hospital selection |
title | An efficiency-based interval type-2 fuzzy multi-criteria group decision making for makeshift hospital selection |
title_full | An efficiency-based interval type-2 fuzzy multi-criteria group decision making for makeshift hospital selection |
title_fullStr | An efficiency-based interval type-2 fuzzy multi-criteria group decision making for makeshift hospital selection |
title_full_unstemmed | An efficiency-based interval type-2 fuzzy multi-criteria group decision making for makeshift hospital selection |
title_short | An efficiency-based interval type-2 fuzzy multi-criteria group decision making for makeshift hospital selection |
title_sort | efficiency-based interval type-2 fuzzy multi-criteria group decision making for makeshift hospital selection |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8641977/ https://www.ncbi.nlm.nih.gov/pubmed/34899106 http://dx.doi.org/10.1016/j.asoc.2021.108243 |
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