A Study on Subjectivities of Type 1 and 2 in Parameters of Differential Equations

This study presents the Verhulst's model for the analysis of population growth with the rate of reproductivity depending on the fertility rate and the country economic development. These linguistic variables are defined through Fuzzy Rule-Based Systems (FRBS). The analysis is made for FRBS type...

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Main Authors: R.M. JAFELICE, A.M. BERTONE, R.C. BASSANEZI
Format: Article
Language:English
Published: Sociedade Brasileira de Matemática Aplicada e Computacional
Series:TEMA
Subjects:
Online Access:http://www.scielo.br/scielo.php?script=sci_arttext&pid=S2179-84512015000100051&lng=en&tlng=en
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spelling doaj-13ba0d8e637845c99a11b089938b408a2020-11-25T03:02:54ZengSociedade Brasileira de Matemática Aplicada e ComputacionalTEMA2179-8451161516010.5540/tema.2015.016.01.0051S2179-84512015000100051A Study on Subjectivities of Type 1 and 2 in Parameters of Differential EquationsR.M. JAFELICEA.M. BERTONER.C. BASSANEZIThis study presents the Verhulst's model for the analysis of population growth with the rate of reproductivity depending on the fertility rate and the country economic development. These linguistic variables are defined through Fuzzy Rule-Based Systems (FRBS). The analysis is made for FRBS types 1 and 2 where in the first case, the inference method used is Mamdani's and the defuzzification is the center of gravity. For type-2 FRBS is used as input variables interval type-2 fuzzy sets, and as output intervals. The output is defuzzificated by the Type Reducer method that use the algorithm of Karnik-Mendel (KM). The aim of this study is to compare the solutions of the Verhulst's model where the parameter, rate of reproductivity, is determined through the type-1 and type-2 FRBS. The comparison is made computing the region built from the solutions corresponding to the minimum and maximum rate. It has been noticed that the region corresponding to type-2 FRBS is contained in the region built similarly from type-1 FRBS, showing a higher accuracy in the response [1], [2], [4].http://www.scielo.br/scielo.php?script=sci_arttext&pid=S2179-84512015000100051&lng=en&tlng=enfuzzy setsfuzzy rule-based systemsordinary differential equations
collection DOAJ
language English
format Article
sources DOAJ
author R.M. JAFELICE
A.M. BERTONE
R.C. BASSANEZI
spellingShingle R.M. JAFELICE
A.M. BERTONE
R.C. BASSANEZI
A Study on Subjectivities of Type 1 and 2 in Parameters of Differential Equations
TEMA
fuzzy sets
fuzzy rule-based systems
ordinary differential equations
author_facet R.M. JAFELICE
A.M. BERTONE
R.C. BASSANEZI
author_sort R.M. JAFELICE
title A Study on Subjectivities of Type 1 and 2 in Parameters of Differential Equations
title_short A Study on Subjectivities of Type 1 and 2 in Parameters of Differential Equations
title_full A Study on Subjectivities of Type 1 and 2 in Parameters of Differential Equations
title_fullStr A Study on Subjectivities of Type 1 and 2 in Parameters of Differential Equations
title_full_unstemmed A Study on Subjectivities of Type 1 and 2 in Parameters of Differential Equations
title_sort study on subjectivities of type 1 and 2 in parameters of differential equations
publisher Sociedade Brasileira de Matemática Aplicada e Computacional
series TEMA
issn 2179-8451
description This study presents the Verhulst's model for the analysis of population growth with the rate of reproductivity depending on the fertility rate and the country economic development. These linguistic variables are defined through Fuzzy Rule-Based Systems (FRBS). The analysis is made for FRBS types 1 and 2 where in the first case, the inference method used is Mamdani's and the defuzzification is the center of gravity. For type-2 FRBS is used as input variables interval type-2 fuzzy sets, and as output intervals. The output is defuzzificated by the Type Reducer method that use the algorithm of Karnik-Mendel (KM). The aim of this study is to compare the solutions of the Verhulst's model where the parameter, rate of reproductivity, is determined through the type-1 and type-2 FRBS. The comparison is made computing the region built from the solutions corresponding to the minimum and maximum rate. It has been noticed that the region corresponding to type-2 FRBS is contained in the region built similarly from type-1 FRBS, showing a higher accuracy in the response [1], [2], [4].
topic fuzzy sets
fuzzy rule-based systems
ordinary differential equations
url http://www.scielo.br/scielo.php?script=sci_arttext&pid=S2179-84512015000100051&lng=en&tlng=en
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