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Position Control of a Pneumatic Drive Using a Fuzzy Controller with an Analytic Activation Function

The fuzzy logic controller, which uses an analytic activation function for the defuzzification procedure, was applied to the position control of a servo pneumatic drive controlled by a proportional valve. The Gaussian shape of input fuzzy sets, with the possibility of their modification, was used to...

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Detalles Bibliográficos
Autores principales: Šitum, Željko, Ćorić, Danko
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8838249/
https://www.ncbi.nlm.nih.gov/pubmed/35161746
http://dx.doi.org/10.3390/s22031004
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author Šitum, Željko
Ćorić, Danko
author_facet Šitum, Željko
Ćorić, Danko
author_sort Šitum, Željko
collection PubMed
description The fuzzy logic controller, which uses an analytic activation function for the defuzzification procedure, was applied to the position control of a servo pneumatic drive controlled by a proportional valve. The Gaussian shape of input fuzzy sets, with the possibility of their modification, was used to fuzzify the input signal. The control signal was determined by introducing an analytic function instead of defining the fuzzy rule base. In this way, a conventional 2-D fuzzy rule table base is modified into 1-D fuzzy defuzzification based on an analytic function to calculate the controller output. In this control algorithm, the problem of conventional fuzzy logic control, in terms of the exponential growth in rules as the number of input variables increases, is eliminated. The synthesis controller procedure is adjusted to the flow rate characteristic of the proportional valve. The developed control algorithms are verified by computer simulation and by testing on a real pneumatic rodless cylindrical drive.
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spelling pubmed-88382492022-02-13 Position Control of a Pneumatic Drive Using a Fuzzy Controller with an Analytic Activation Function Šitum, Željko Ćorić, Danko Sensors (Basel) Article The fuzzy logic controller, which uses an analytic activation function for the defuzzification procedure, was applied to the position control of a servo pneumatic drive controlled by a proportional valve. The Gaussian shape of input fuzzy sets, with the possibility of their modification, was used to fuzzify the input signal. The control signal was determined by introducing an analytic function instead of defining the fuzzy rule base. In this way, a conventional 2-D fuzzy rule table base is modified into 1-D fuzzy defuzzification based on an analytic function to calculate the controller output. In this control algorithm, the problem of conventional fuzzy logic control, in terms of the exponential growth in rules as the number of input variables increases, is eliminated. The synthesis controller procedure is adjusted to the flow rate characteristic of the proportional valve. The developed control algorithms are verified by computer simulation and by testing on a real pneumatic rodless cylindrical drive. MDPI 2022-01-27 /pmc/articles/PMC8838249/ /pubmed/35161746 http://dx.doi.org/10.3390/s22031004 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
Šitum, Željko
Ćorić, Danko
Position Control of a Pneumatic Drive Using a Fuzzy Controller with an Analytic Activation Function
title Position Control of a Pneumatic Drive Using a Fuzzy Controller with an Analytic Activation Function
title_full Position Control of a Pneumatic Drive Using a Fuzzy Controller with an Analytic Activation Function
title_fullStr Position Control of a Pneumatic Drive Using a Fuzzy Controller with an Analytic Activation Function
title_full_unstemmed Position Control of a Pneumatic Drive Using a Fuzzy Controller with an Analytic Activation Function
title_short Position Control of a Pneumatic Drive Using a Fuzzy Controller with an Analytic Activation Function
title_sort position control of a pneumatic drive using a fuzzy controller with an analytic activation function
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8838249/
https://www.ncbi.nlm.nih.gov/pubmed/35161746
http://dx.doi.org/10.3390/s22031004
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