Turbidity control on dissolved air flotation process using fuzzy logic

Bibliographic Details
Main Author: Fonseca R.R.
Publication Date: 2018
Other Authors: Franco I.C., Thompson J.P., da Silva F.V.
Format: Article
Source: Biblioteca Digital de Teses e Dissertações da FEI
Download full: https://repositorio.fei.edu.br/handle/FEI/1856
Summary: © IWA Publishing 2018. This study intends to explore fuzzy logic control on clean water turbidity process with dissolved air flotation (DAF). Three different strategies were tested to regulate clean water turbidity by manipulating the saturator vessel flow output aiming for low actuators control effort. Saturator pressure was the manipulated variable (MV) in the first control loop named SISO I. The second control loop, SISO II, used recycle stream valve opening as MV. The third control loop (MISO) was developed applying fuzzy logic instead PID control. Several performance criteria were used to analyze the process control performance such as integral absolute error (IAE), recycle stream valve and saturator vessel pressure regulating valve control efforts, ECV 01 and ECV 02 respectively. Results from SISO I and SISO II strategies showed that recycle stream is a better MV than saturator vessel pressure for clean water turbidity control in the DAF process. Only SISO II and MISO strategies proved to be capable of regulating the process variable. However, MISO control showed better performance based on IAE value against SISO II, with a reduction of 11.24% on its value, even the recycle stream valve control effort for MISO control being fairly higher than that for SISO II. Nevertheless, fuzzy logic control application gave rise to better turbidity control, and consequently prevented the excessive use of clean water in the recycling stream.
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spelling Fonseca R.R.Franco I.C.Thompson J.P.da Silva F.V.2019-08-20T00:12:14Z2019-08-20T00:12:14Z2018FONSECA, RODOLPHO RODRIGUES; FRANCO, Ivan Carlos; THOMPSON, JOSÉ PEDRO; DA SILVA, FLAVIO VASCONCELOS. Turbidity control on dissolved air flotation process using fuzzy logic. WATER SCIENCE AND TECHNOLOGY, v. 78, n. 12, p. 2586-2596, 2019.0273-1223https://repositorio.fei.edu.br/handle/FEI/185610.2166/wst.2019.015© IWA Publishing 2018. This study intends to explore fuzzy logic control on clean water turbidity process with dissolved air flotation (DAF). Three different strategies were tested to regulate clean water turbidity by manipulating the saturator vessel flow output aiming for low actuators control effort. Saturator pressure was the manipulated variable (MV) in the first control loop named SISO I. The second control loop, SISO II, used recycle stream valve opening as MV. The third control loop (MISO) was developed applying fuzzy logic instead PID control. Several performance criteria were used to analyze the process control performance such as integral absolute error (IAE), recycle stream valve and saturator vessel pressure regulating valve control efforts, ECV 01 and ECV 02 respectively. Results from SISO I and SISO II strategies showed that recycle stream is a better MV than saturator vessel pressure for clean water turbidity control in the DAF process. Only SISO II and MISO strategies proved to be capable of regulating the process variable. However, MISO control showed better performance based on IAE value against SISO II, with a reduction of 11.24% on its value, even the recycle stream valve control effort for MISO control being fairly higher than that for SISO II. Nevertheless, fuzzy logic control application gave rise to better turbidity control, and consequently prevented the excessive use of clean water in the recycling stream.781225862596Water Science and TechnologyTurbidity control on dissolved air flotation process using fuzzy logicinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleAutomationDissolved air flotationFuzzyinfo:eu-repo/semantics/openAccessreponame:Biblioteca Digital de Teses e Dissertações da FEIinstname:Centro Universitário da Fundação Educacional Inaciana (FEI)instacron:FEI12-s2.0-85061578566Dissolved air flotationsFuzzyFuzzy logic controlFuzzy logic control applicationsIntegral absolute errorsManipulated variablesPerformance criterionProcess control performanceAirFuzzy LogicWater PollutionWater Purificationhttps://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85061578566&origin=inward2022-06-01FEI/18562022-06-01 03:06:22.504Biblioteca Digital de Teses e Dissertaçõeshttp://sofia.fei.edu.br/pergamum/biblioteca/PRI
dc.title.none.fl_str_mv Turbidity control on dissolved air flotation process using fuzzy logic
title Turbidity control on dissolved air flotation process using fuzzy logic
spellingShingle Turbidity control on dissolved air flotation process using fuzzy logic
Fonseca R.R.
Automation
Dissolved air flotation
Fuzzy
title_short Turbidity control on dissolved air flotation process using fuzzy logic
title_full Turbidity control on dissolved air flotation process using fuzzy logic
title_fullStr Turbidity control on dissolved air flotation process using fuzzy logic
title_full_unstemmed Turbidity control on dissolved air flotation process using fuzzy logic
title_sort Turbidity control on dissolved air flotation process using fuzzy logic
author Fonseca R.R.
author_facet Fonseca R.R.
Franco I.C.
Thompson J.P.
da Silva F.V.
author_role author
author2 Franco I.C.
Thompson J.P.
da Silva F.V.
author2_role author
author
author
dc.contributor.author.fl_str_mv Fonseca R.R.
Franco I.C.
Thompson J.P.
da Silva F.V.
dc.subject.eng.fl_str_mv Automation
Dissolved air flotation
Fuzzy
topic Automation
Dissolved air flotation
Fuzzy
description © IWA Publishing 2018. This study intends to explore fuzzy logic control on clean water turbidity process with dissolved air flotation (DAF). Three different strategies were tested to regulate clean water turbidity by manipulating the saturator vessel flow output aiming for low actuators control effort. Saturator pressure was the manipulated variable (MV) in the first control loop named SISO I. The second control loop, SISO II, used recycle stream valve opening as MV. The third control loop (MISO) was developed applying fuzzy logic instead PID control. Several performance criteria were used to analyze the process control performance such as integral absolute error (IAE), recycle stream valve and saturator vessel pressure regulating valve control efforts, ECV 01 and ECV 02 respectively. Results from SISO I and SISO II strategies showed that recycle stream is a better MV than saturator vessel pressure for clean water turbidity control in the DAF process. Only SISO II and MISO strategies proved to be capable of regulating the process variable. However, MISO control showed better performance based on IAE value against SISO II, with a reduction of 11.24% on its value, even the recycle stream valve control effort for MISO control being fairly higher than that for SISO II. Nevertheless, fuzzy logic control application gave rise to better turbidity control, and consequently prevented the excessive use of clean water in the recycling stream.
publishDate 2018
dc.date.issued.fl_str_mv 2018
dc.date.accessioned.fl_str_mv 2019-08-20T00:12:14Z
dc.date.available.fl_str_mv 2019-08-20T00:12:14Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.citation.fl_str_mv FONSECA, RODOLPHO RODRIGUES; FRANCO, Ivan Carlos; THOMPSON, JOSÉ PEDRO; DA SILVA, FLAVIO VASCONCELOS. Turbidity control on dissolved air flotation process using fuzzy logic. WATER SCIENCE AND TECHNOLOGY, v. 78, n. 12, p. 2586-2596, 2019.
dc.identifier.uri.fl_str_mv https://repositorio.fei.edu.br/handle/FEI/1856
dc.identifier.issn.none.fl_str_mv 0273-1223
dc.identifier.doi.none.fl_str_mv 10.2166/wst.2019.015
identifier_str_mv FONSECA, RODOLPHO RODRIGUES; FRANCO, Ivan Carlos; THOMPSON, JOSÉ PEDRO; DA SILVA, FLAVIO VASCONCELOS. Turbidity control on dissolved air flotation process using fuzzy logic. WATER SCIENCE AND TECHNOLOGY, v. 78, n. 12, p. 2586-2596, 2019.
0273-1223
10.2166/wst.2019.015
url https://repositorio.fei.edu.br/handle/FEI/1856
dc.relation.ispartof.none.fl_str_mv Water Science and Technology
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.source.none.fl_str_mv reponame:Biblioteca Digital de Teses e Dissertações da FEI
instname:Centro Universitário da Fundação Educacional Inaciana (FEI)
instacron:FEI
instname_str Centro Universitário da Fundação Educacional Inaciana (FEI)
instacron_str FEI
institution FEI
reponame_str Biblioteca Digital de Teses e Dissertações da FEI
collection Biblioteca Digital de Teses e Dissertações da FEI
repository.name.fl_str_mv
repository.mail.fl_str_mv
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