General decomposition of fuzzy relations : semi-tensor product approach

This paper focuses on the general decomposition problem of fuzzy relations, which can be regarded as an extension of the common one, modeled by fuzzy relational equation (FRE) X∘X=R. The considered decomposition problem is described by an FRE X∘Y=R. For the purpose of deriving all solutions to the d...

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Main Authors: Fan, Hongbiao, Feng, Jun-e, Meng, Min, Wang, Biao
Other Authors: School of Electrical and Electronic Engineering
Format: Article
Language:English
Published: 2021
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Online Access:https://hdl.handle.net/10356/151512
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1515122021-06-29T06:03:13Z General decomposition of fuzzy relations : semi-tensor product approach Fan, Hongbiao Feng, Jun-e Meng, Min Wang, Biao School of Electrical and Electronic Engineering Engineering::Electrical and electronic engineering General Decomposition Problem Fuzzy Relational Equation This paper focuses on the general decomposition problem of fuzzy relations, which can be regarded as an extension of the common one, modeled by fuzzy relational equation (FRE) X∘X=R. The considered decomposition problem is described by an FRE X∘Y=R. For the purpose of deriving all solutions to the decomposition problem, the structure of solutions to the corresponding FRE is investigated first, and a necessary and sufficient condition for the existence of solutions is obtained. Then, based on semi-tensor product (STP) of matrices, an algebraic approach is proposed. Furthermore, all solutions to the general decomposition problem can be computed via the proposed method. In order to demonstrate the effectiveness of the presented approach, two numerical examples are given. This work was partially supported by NNSF of China (61773371,61877036). 2021-06-29T06:03:13Z 2021-06-29T06:03:13Z 2020 Journal Article Fan, H., Feng, J., Meng, M. & Wang, B. (2020). General decomposition of fuzzy relations : semi-tensor product approach. Fuzzy Sets and Systems, 384, 75-90. https://dx.doi.org/10.1016/j.fss.2018.12.012 0165-0114 0000-0001-6892-6035 0000-0002-2192-6481 https://hdl.handle.net/10356/151512 10.1016/j.fss.2018.12.012 2-s2.0-85059345956 384 75 90 en Fuzzy Sets and Systems © 2019 Elsevier B.V. All rights reserved.
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Electrical and electronic engineering
General Decomposition Problem
Fuzzy Relational Equation
spellingShingle Engineering::Electrical and electronic engineering
General Decomposition Problem
Fuzzy Relational Equation
Fan, Hongbiao
Feng, Jun-e
Meng, Min
Wang, Biao
General decomposition of fuzzy relations : semi-tensor product approach
description This paper focuses on the general decomposition problem of fuzzy relations, which can be regarded as an extension of the common one, modeled by fuzzy relational equation (FRE) X∘X=R. The considered decomposition problem is described by an FRE X∘Y=R. For the purpose of deriving all solutions to the decomposition problem, the structure of solutions to the corresponding FRE is investigated first, and a necessary and sufficient condition for the existence of solutions is obtained. Then, based on semi-tensor product (STP) of matrices, an algebraic approach is proposed. Furthermore, all solutions to the general decomposition problem can be computed via the proposed method. In order to demonstrate the effectiveness of the presented approach, two numerical examples are given.
author2 School of Electrical and Electronic Engineering
author_facet School of Electrical and Electronic Engineering
Fan, Hongbiao
Feng, Jun-e
Meng, Min
Wang, Biao
format Article
author Fan, Hongbiao
Feng, Jun-e
Meng, Min
Wang, Biao
author_sort Fan, Hongbiao
title General decomposition of fuzzy relations : semi-tensor product approach
title_short General decomposition of fuzzy relations : semi-tensor product approach
title_full General decomposition of fuzzy relations : semi-tensor product approach
title_fullStr General decomposition of fuzzy relations : semi-tensor product approach
title_full_unstemmed General decomposition of fuzzy relations : semi-tensor product approach
title_sort general decomposition of fuzzy relations : semi-tensor product approach
publishDate 2021
url https://hdl.handle.net/10356/151512
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