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Multicriteria Group Decision Making Based on Intuitionistic Normal Cloud and Cloud Distance Entropy

The uncertainty of information is an important issue that must be faced when dealing with decision-making problems. Randomness and fuzziness are the two most common types of uncertainty. In this paper, we propose a multicriteria group decision-making method based on intuitionistic normal cloud and c...

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Detalles Bibliográficos
Autores principales: Li, Wei, Lu, Yingqi, Fan, Chengli, Heng, Yong, Zhu, Xiaowen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9601287/
https://www.ncbi.nlm.nih.gov/pubmed/37420417
http://dx.doi.org/10.3390/e24101396
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author Li, Wei
Lu, Yingqi
Fan, Chengli
Heng, Yong
Zhu, Xiaowen
author_facet Li, Wei
Lu, Yingqi
Fan, Chengli
Heng, Yong
Zhu, Xiaowen
author_sort Li, Wei
collection PubMed
description The uncertainty of information is an important issue that must be faced when dealing with decision-making problems. Randomness and fuzziness are the two most common types of uncertainty. In this paper, we propose a multicriteria group decision-making method based on intuitionistic normal cloud and cloud distance entropy. First, the backward cloud generation algorithm for intuitionistic normal clouds is designed to transform the intuitionistic fuzzy decision information given by all experts into an intuitionistic normal cloud matrix to avoid the loss and distortion of information. Second, the distance measurement of the cloud model is introduced into the information entropy theory, and the concept of cloud distance entropy is proposed. Then, the distance measurement for intuitionistic normal clouds based on numerical features is defined and its properties are discussed, based on which the criterion weight determination method under intuitionistic normal cloud information is proposed. In addition, the VIKOR method, which integrates group utility and individual regret, is extended to the intuitionistic normal cloud environment, and thus the ranking results of the alternatives are obtained. Finally, the effectiveness and practicality of the proposed method are demonstrated by two numerical examples.
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spelling pubmed-96012872022-10-27 Multicriteria Group Decision Making Based on Intuitionistic Normal Cloud and Cloud Distance Entropy Li, Wei Lu, Yingqi Fan, Chengli Heng, Yong Zhu, Xiaowen Entropy (Basel) Article The uncertainty of information is an important issue that must be faced when dealing with decision-making problems. Randomness and fuzziness are the two most common types of uncertainty. In this paper, we propose a multicriteria group decision-making method based on intuitionistic normal cloud and cloud distance entropy. First, the backward cloud generation algorithm for intuitionistic normal clouds is designed to transform the intuitionistic fuzzy decision information given by all experts into an intuitionistic normal cloud matrix to avoid the loss and distortion of information. Second, the distance measurement of the cloud model is introduced into the information entropy theory, and the concept of cloud distance entropy is proposed. Then, the distance measurement for intuitionistic normal clouds based on numerical features is defined and its properties are discussed, based on which the criterion weight determination method under intuitionistic normal cloud information is proposed. In addition, the VIKOR method, which integrates group utility and individual regret, is extended to the intuitionistic normal cloud environment, and thus the ranking results of the alternatives are obtained. Finally, the effectiveness and practicality of the proposed method are demonstrated by two numerical examples. MDPI 2022-10-01 /pmc/articles/PMC9601287/ /pubmed/37420417 http://dx.doi.org/10.3390/e24101396 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Li, Wei
Lu, Yingqi
Fan, Chengli
Heng, Yong
Zhu, Xiaowen
Multicriteria Group Decision Making Based on Intuitionistic Normal Cloud and Cloud Distance Entropy
title Multicriteria Group Decision Making Based on Intuitionistic Normal Cloud and Cloud Distance Entropy
title_full Multicriteria Group Decision Making Based on Intuitionistic Normal Cloud and Cloud Distance Entropy
title_fullStr Multicriteria Group Decision Making Based on Intuitionistic Normal Cloud and Cloud Distance Entropy
title_full_unstemmed Multicriteria Group Decision Making Based on Intuitionistic Normal Cloud and Cloud Distance Entropy
title_short Multicriteria Group Decision Making Based on Intuitionistic Normal Cloud and Cloud Distance Entropy
title_sort multicriteria group decision making based on intuitionistic normal cloud and cloud distance entropy
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9601287/
https://www.ncbi.nlm.nih.gov/pubmed/37420417
http://dx.doi.org/10.3390/e24101396
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