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Fuzzy modelling of acid mine drainage environments using geochemical, ecological and mineralogical indicators

Bibliographic Details
Main Author: Valente, Teresa Maria Fernandes
Publication Date: 2009
Other Authors: Gomes, C. Leal
Format: Article
Language: eng
Source: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
Download full: http://hdl.handle.net/1822/11626
Summary: Fuzzy logic was applied to model acid mine drainage (AMD) and to obtain a classification index of the environmental impact in a contaminated riverine system. The data set used to develop this fuzzy model (a fuzzy classifier) concerns an abandoned mine in Northern Portugal— Valdarcas mining site. Here, distinctive drainage environments (spatial patterns) can be observed based on the AMD formed in the sulphide-rich waste-dumps. Such environments were established, as the effluent flows through the mining area, using several kinds of indicators. These are physical–chemical, ecological and mineralogical parameters, being expressed in a quantitative or qualitative basis. The fuzzy classifier proposed in this paper is a min– max fuzzy inference system, representing the spatial behaviour of those indicators, using the AMD environments as patterns. As they represent different levels (classes) of contamination, the fuzzy classifier can be used as a tool, allowing a more reasonable approach, compared with classical models, to characterize the environmental impact caused by AMD. In a general way it can be applied to other sites where sulphide-rich waste-dumps are promoting the pollution of superficial water through the generation of AMD.
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spelling Fuzzy modelling of acid mine drainage environments using geochemical, ecological and mineralogical indicatorsAcid mine drainageFuzzy classifierMin-max fuzzyEnvironmental impact classificationValdarcas (Portugal)Science & TechnologyFuzzy logic was applied to model acid mine drainage (AMD) and to obtain a classification index of the environmental impact in a contaminated riverine system. The data set used to develop this fuzzy model (a fuzzy classifier) concerns an abandoned mine in Northern Portugal— Valdarcas mining site. Here, distinctive drainage environments (spatial patterns) can be observed based on the AMD formed in the sulphide-rich waste-dumps. Such environments were established, as the effluent flows through the mining area, using several kinds of indicators. These are physical–chemical, ecological and mineralogical parameters, being expressed in a quantitative or qualitative basis. The fuzzy classifier proposed in this paper is a min– max fuzzy inference system, representing the spatial behaviour of those indicators, using the AMD environments as patterns. As they represent different levels (classes) of contamination, the fuzzy classifier can be used as a tool, allowing a more reasonable approach, compared with classical models, to characterize the environmental impact caused by AMD. In a general way it can be applied to other sites where sulphide-rich waste-dumps are promoting the pollution of superficial water through the generation of AMD.SpringerUniversidade do MinhoValente, Teresa Maria FernandesGomes, C. Leal20092009-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/1822/11626eng"Environmental Geology." ISSN 0943-0105. 57:3 (Abr. 2009) 653-663.0943-010510.1007/s00254-008-1344-7http://www.springerlink.com/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:RCAAP2024-05-11T04:51:04Zoai:repositorium.sdum.uminho.pt:1822/11626Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-28T15:00:17.990687Repositórios 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 Fuzzy modelling of acid mine drainage environments using geochemical, ecological and mineralogical indicators
title Fuzzy modelling of acid mine drainage environments using geochemical, ecological and mineralogical indicators
spellingShingle Fuzzy modelling of acid mine drainage environments using geochemical, ecological and mineralogical indicators
Valente, Teresa Maria Fernandes
Acid mine drainage
Fuzzy classifier
Min-max fuzzy
Environmental impact classification
Valdarcas (Portugal)
Science & Technology
title_short Fuzzy modelling of acid mine drainage environments using geochemical, ecological and mineralogical indicators
title_full Fuzzy modelling of acid mine drainage environments using geochemical, ecological and mineralogical indicators
title_fullStr Fuzzy modelling of acid mine drainage environments using geochemical, ecological and mineralogical indicators
title_full_unstemmed Fuzzy modelling of acid mine drainage environments using geochemical, ecological and mineralogical indicators
title_sort Fuzzy modelling of acid mine drainage environments using geochemical, ecological and mineralogical indicators
author Valente, Teresa Maria Fernandes
author_facet Valente, Teresa Maria Fernandes
Gomes, C. Leal
author_role author
author2 Gomes, C. Leal
author2_role author
dc.contributor.none.fl_str_mv Universidade do Minho
dc.contributor.author.fl_str_mv Valente, Teresa Maria Fernandes
Gomes, C. Leal
dc.subject.por.fl_str_mv Acid mine drainage
Fuzzy classifier
Min-max fuzzy
Environmental impact classification
Valdarcas (Portugal)
Science & Technology
topic Acid mine drainage
Fuzzy classifier
Min-max fuzzy
Environmental impact classification
Valdarcas (Portugal)
Science & Technology
description Fuzzy logic was applied to model acid mine drainage (AMD) and to obtain a classification index of the environmental impact in a contaminated riverine system. The data set used to develop this fuzzy model (a fuzzy classifier) concerns an abandoned mine in Northern Portugal— Valdarcas mining site. Here, distinctive drainage environments (spatial patterns) can be observed based on the AMD formed in the sulphide-rich waste-dumps. Such environments were established, as the effluent flows through the mining area, using several kinds of indicators. These are physical–chemical, ecological and mineralogical parameters, being expressed in a quantitative or qualitative basis. The fuzzy classifier proposed in this paper is a min– max fuzzy inference system, representing the spatial behaviour of those indicators, using the AMD environments as patterns. As they represent different levels (classes) of contamination, the fuzzy classifier can be used as a tool, allowing a more reasonable approach, compared with classical models, to characterize the environmental impact caused by AMD. In a general way it can be applied to other sites where sulphide-rich waste-dumps are promoting the pollution of superficial water through the generation of AMD.
publishDate 2009
dc.date.none.fl_str_mv 2009
2009-01-01T00:00:00Z
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.uri.fl_str_mv http://hdl.handle.net/1822/11626
url http://hdl.handle.net/1822/11626
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv "Environmental Geology." ISSN 0943-0105. 57:3 (Abr. 2009) 653-663.
0943-0105
10.1007/s00254-008-1344-7
http://www.springerlink.com/
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eu_rights_str_mv openAccess
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dc.publisher.none.fl_str_mv Springer
publisher.none.fl_str_mv Springer
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instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
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