Fuzzy modelling of acid mine drainage environments using geochemical, ecological and mineralogical indicators
Main Author: | |
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Publication Date: | 2009 |
Other Authors: | |
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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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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info:eu-repo/semantics/openAccess |
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openAccess |
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application/pdf |
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Springer |
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Springer |
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