Activated sludge monitoring of a wastewater treatment plant using image analysis and partial least squares

Bibliographic Details
Main Author: Amaral, A. L.
Publication Date: 2004
Other Authors: Ferreira, Eugénio C.
Language: eng
Source: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
Download full: https://hdl.handle.net/1822/4708
Summary: The wastewater treatment plant activated sludge is a complex ecosystem mainly of bacteria and protozoa. Bacteria agglomerate as settleable robust aggregates leading to low organic matter and turbidity final effluents. However, when the operating conditions are not perfect some malfunctions may occur leading to bulking problems. Classical methods to survey the bacteria aggregation and contents resided on manual counting which are, rather tiring, imprecise and time-consuming urging the development of faster automated image analysis methods. Therefore, the prime objective of this work resided on surveying the activated sludge filamentous bacteria and aggregates contents and morphology, and establish relationships between the biomass and some operating parameters by multivariable statistical techniques. One of the main conclusions of this work resided on the determination of a filamentous, rather than a zoogleal, bulking problem in the course of this survey. This conclusion could be withdrawn by the strong resemblance between the sludge volume index and the filaments/aggregates contents ratio behaviour throughout the experiment time and by the high filamentous bacteria/suspended solids ratio (above 10000 mm/mg) which clearly indicates the existence of a filamentous bulking problem. Furthermore, an in-depth statistical analysis revealed that the filamentous bacteria/suspended solids ratio parameter may be used, at some extent, to monitor the SVI behaviour in a wastewater treatment plant aeration tank, whereas the suspended solids could be satisfactory monitored by the total aggregates area parameter. However, these results refer only to a wastewater treatment plant experiencing a bulking phenomenon and further studies should be developed in normal plants.
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spelling Activated sludge monitoring of a wastewater treatment plant using image analysis and partial least squaresEnvironmetricsActivated sludgePLSImage analysisActivated sludgeThe wastewater treatment plant activated sludge is a complex ecosystem mainly of bacteria and protozoa. Bacteria agglomerate as settleable robust aggregates leading to low organic matter and turbidity final effluents. However, when the operating conditions are not perfect some malfunctions may occur leading to bulking problems. Classical methods to survey the bacteria aggregation and contents resided on manual counting which are, rather tiring, imprecise and time-consuming urging the development of faster automated image analysis methods. Therefore, the prime objective of this work resided on surveying the activated sludge filamentous bacteria and aggregates contents and morphology, and establish relationships between the biomass and some operating parameters by multivariable statistical techniques. One of the main conclusions of this work resided on the determination of a filamentous, rather than a zoogleal, bulking problem in the course of this survey. This conclusion could be withdrawn by the strong resemblance between the sludge volume index and the filaments/aggregates contents ratio behaviour throughout the experiment time and by the high filamentous bacteria/suspended solids ratio (above 10000 mm/mg) which clearly indicates the existence of a filamentous bulking problem. Furthermore, an in-depth statistical analysis revealed that the filamentous bacteria/suspended solids ratio parameter may be used, at some extent, to monitor the SVI behaviour in a wastewater treatment plant aeration tank, whereas the suspended solids could be satisfactory monitored by the total aggregates area parameter. However, these results refer only to a wastewater treatment plant experiencing a bulking phenomenon and further studies should be developed in normal plants.Universidade do MinhoAmaral, A. L.Ferreira, Eugénio C.2004-09-202004-09-20T00:00:00Zconference objectinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://hdl.handle.net/1822/4708engINTERNATIONAL CONFERENCE CHEMOMETRICS IN ANALYTICAL CHEMISTRY, 9, Lisbon, 2004 - "9th International Conference Chemometrics in Analytical Chemistry : abstracts". Lisbon : [s.n.], 2004. p. 111.info:eu-repo/semantics/openAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2024-05-11T06:27:22Zoai:repositorium.sdum.uminho.pt:1822/4708Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-28T15:53:52.896051Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse
dc.title.none.fl_str_mv Activated sludge monitoring of a wastewater treatment plant using image analysis and partial least squares
title Activated sludge monitoring of a wastewater treatment plant using image analysis and partial least squares
spellingShingle Activated sludge monitoring of a wastewater treatment plant using image analysis and partial least squares
Amaral, A. L.
Environmetrics
Activated sludge
PLS
Image analysis
Activated sludge
title_short Activated sludge monitoring of a wastewater treatment plant using image analysis and partial least squares
title_full Activated sludge monitoring of a wastewater treatment plant using image analysis and partial least squares
title_fullStr Activated sludge monitoring of a wastewater treatment plant using image analysis and partial least squares
title_full_unstemmed Activated sludge monitoring of a wastewater treatment plant using image analysis and partial least squares
title_sort Activated sludge monitoring of a wastewater treatment plant using image analysis and partial least squares
author Amaral, A. L.
author_facet Amaral, A. L.
Ferreira, Eugénio C.
author_role author
author2 Ferreira, Eugénio C.
author2_role author
dc.contributor.none.fl_str_mv Universidade do Minho
dc.contributor.author.fl_str_mv Amaral, A. L.
Ferreira, Eugénio C.
dc.subject.por.fl_str_mv Environmetrics
Activated sludge
PLS
Image analysis
Activated sludge
topic Environmetrics
Activated sludge
PLS
Image analysis
Activated sludge
description The wastewater treatment plant activated sludge is a complex ecosystem mainly of bacteria and protozoa. Bacteria agglomerate as settleable robust aggregates leading to low organic matter and turbidity final effluents. However, when the operating conditions are not perfect some malfunctions may occur leading to bulking problems. Classical methods to survey the bacteria aggregation and contents resided on manual counting which are, rather tiring, imprecise and time-consuming urging the development of faster automated image analysis methods. Therefore, the prime objective of this work resided on surveying the activated sludge filamentous bacteria and aggregates contents and morphology, and establish relationships between the biomass and some operating parameters by multivariable statistical techniques. One of the main conclusions of this work resided on the determination of a filamentous, rather than a zoogleal, bulking problem in the course of this survey. This conclusion could be withdrawn by the strong resemblance between the sludge volume index and the filaments/aggregates contents ratio behaviour throughout the experiment time and by the high filamentous bacteria/suspended solids ratio (above 10000 mm/mg) which clearly indicates the existence of a filamentous bulking problem. Furthermore, an in-depth statistical analysis revealed that the filamentous bacteria/suspended solids ratio parameter may be used, at some extent, to monitor the SVI behaviour in a wastewater treatment plant aeration tank, whereas the suspended solids could be satisfactory monitored by the total aggregates area parameter. However, these results refer only to a wastewater treatment plant experiencing a bulking phenomenon and further studies should be developed in normal plants.
publishDate 2004
dc.date.none.fl_str_mv 2004-09-20
2004-09-20T00:00:00Z
dc.type.driver.fl_str_mv conference object
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url https://hdl.handle.net/1822/4708
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv INTERNATIONAL CONFERENCE CHEMOMETRICS IN ANALYTICAL CHEMISTRY, 9, Lisbon, 2004 - "9th International Conference Chemometrics in Analytical Chemistry : abstracts". Lisbon : [s.n.], 2004. p. 111.
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instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
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