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Fuzzy Number Addition with the Application of Horizontal Membership Functions
The paper presents addition of fuzzy numbers realised with the application of the multidimensional RDM arithmetic and horizontal membership functions (MFs). Fuzzy arithmetic (FA) is a very difficult task because operations should be performed here on multidimensional information granules. Instead, a...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4493312/ https://www.ncbi.nlm.nih.gov/pubmed/26199953 http://dx.doi.org/10.1155/2015/367214 |
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author | Piegat, Andrzej Pluciński, Marcin |
author_facet | Piegat, Andrzej Pluciński, Marcin |
author_sort | Piegat, Andrzej |
collection | PubMed |
description | The paper presents addition of fuzzy numbers realised with the application of the multidimensional RDM arithmetic and horizontal membership functions (MFs). Fuzzy arithmetic (FA) is a very difficult task because operations should be performed here on multidimensional information granules. Instead, a lot of FA methods use α-cuts in connection with 1-dimensional classical interval arithmetic that operates not on multidimensional granules but on 1-dimensional intervals. Such approach causes difficulties in calculations and is a reason for arithmetical paradoxes. The multidimensional approach allows for removing drawbacks and weaknesses of FA. It is possible thanks to the application of horizontal membership functions which considerably facilitate calculations because now uncertain values can be inserted directly into equations without using the extension principle. The paper shows how the addition operation can be realised on independent fuzzy numbers and on partly or fully dependent fuzzy numbers with taking into account the order relation and how to solve equations, which can be a difficult task for 1-dimensional FAs. |
format | Online Article Text |
id | pubmed-4493312 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-44933122015-07-21 Fuzzy Number Addition with the Application of Horizontal Membership Functions Piegat, Andrzej Pluciński, Marcin ScientificWorldJournal Research Article The paper presents addition of fuzzy numbers realised with the application of the multidimensional RDM arithmetic and horizontal membership functions (MFs). Fuzzy arithmetic (FA) is a very difficult task because operations should be performed here on multidimensional information granules. Instead, a lot of FA methods use α-cuts in connection with 1-dimensional classical interval arithmetic that operates not on multidimensional granules but on 1-dimensional intervals. Such approach causes difficulties in calculations and is a reason for arithmetical paradoxes. The multidimensional approach allows for removing drawbacks and weaknesses of FA. It is possible thanks to the application of horizontal membership functions which considerably facilitate calculations because now uncertain values can be inserted directly into equations without using the extension principle. The paper shows how the addition operation can be realised on independent fuzzy numbers and on partly or fully dependent fuzzy numbers with taking into account the order relation and how to solve equations, which can be a difficult task for 1-dimensional FAs. Hindawi Publishing Corporation 2015 2015-06-23 /pmc/articles/PMC4493312/ /pubmed/26199953 http://dx.doi.org/10.1155/2015/367214 Text en Copyright © 2015 A. Piegat and M. Pluciński. https://creativecommons.org/licenses/by/3.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Piegat, Andrzej Pluciński, Marcin Fuzzy Number Addition with the Application of Horizontal Membership Functions |
title | Fuzzy Number Addition with the Application of Horizontal Membership Functions |
title_full | Fuzzy Number Addition with the Application of Horizontal Membership Functions |
title_fullStr | Fuzzy Number Addition with the Application of Horizontal Membership Functions |
title_full_unstemmed | Fuzzy Number Addition with the Application of Horizontal Membership Functions |
title_short | Fuzzy Number Addition with the Application of Horizontal Membership Functions |
title_sort | fuzzy number addition with the application of horizontal membership functions |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4493312/ https://www.ncbi.nlm.nih.gov/pubmed/26199953 http://dx.doi.org/10.1155/2015/367214 |
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