Estimativa da vulnerabilidade dos corais brasileiros

Detalhes bibliográficos
Autor(a) principal: Andrade, André Felipe Alves de
Data de Publicação: 2016
Tipo de documento: Dissertação
Idioma: por
Título da fonte: Repositório Institucional da UFG
dARK ID: ark:/38995/0013000000jmk
Texto Completo: http://repositorio.bc.ufg.br/tede/handle/tede/5592
Resumo: Coral reefs are of extreme importance to both nature and society, due to being responsible for several services and harbouring hundreds of species. Despite such critical importance, reef corals current suffered heavy losses since the Anthropocene, with 20% of world´s corals damaged beyond recovery due to human pressure and coastal development. This scenario is even worse, since corals are especially vulnerable to climate change and the entire ecosystem could go extinct by 2050. In this study we focus on comparing the already established impacts from human development and the yet happen losses from climate change on Brazilian corals, a unique fauna that still have gaps in knowledge. We created environmental suitability models for 24 species and quantified individual losses from both climate change and human activities. From the individual results we derived an overall pattern, in which we found out that future losses from climate alteration are equivalent to current losses from human activities. We then used the spatial distribution of those activities and key areas for conservation, determined with software Zonation, to select six areas in the Brazilian exclusive economic zone where proactive and reactive conservation strategies should be implanted, given its importance to biodiversity and concentrated anthropogenic impacts. Overall suitability losses were of approximately 30% for both sources and 60% of the areas will continue to be suitable in the future. Therefore, Brazilian corals will experience heavy losses from climate, especially the loss of highly suitable areas, which are compared to effects from human economic activities. Coral situation is likely to be even worse, if we were to consider bleaching, ocean acidification and diseases, events expected to increase with the rising temperature.
id UFG-2_1014a95789f1c25e3183a7638cacb92e
oai_identifier_str oai:repositorio.bc.ufg.br:tede/5592
network_acronym_str UFG-2
network_name_str Repositório Institucional da UFG
repository_id_str
spelling De Marco Junior, Paulohttp://lattes.cnpq.br/2767494720646648http://lattes.cnpq.br/8741536372253363Andrade, André Felipe Alves de2016-05-20T13:54:17Z2016-02-26ANDRADE, A. F. A. Estimativa da vulnerabilidade dos corais brasileiros. 2016. 78 f. Dissertação (Mestrado em Ecologia e Evolução) - Universidade Federal de Goiás, Goiânia, 2016.http://repositorio.bc.ufg.br/tede/handle/tede/5592ark:/38995/0013000000jmkCoral reefs are of extreme importance to both nature and society, due to being responsible for several services and harbouring hundreds of species. Despite such critical importance, reef corals current suffered heavy losses since the Anthropocene, with 20% of world´s corals damaged beyond recovery due to human pressure and coastal development. This scenario is even worse, since corals are especially vulnerable to climate change and the entire ecosystem could go extinct by 2050. In this study we focus on comparing the already established impacts from human development and the yet happen losses from climate change on Brazilian corals, a unique fauna that still have gaps in knowledge. We created environmental suitability models for 24 species and quantified individual losses from both climate change and human activities. From the individual results we derived an overall pattern, in which we found out that future losses from climate alteration are equivalent to current losses from human activities. We then used the spatial distribution of those activities and key areas for conservation, determined with software Zonation, to select six areas in the Brazilian exclusive economic zone where proactive and reactive conservation strategies should be implanted, given its importance to biodiversity and concentrated anthropogenic impacts. Overall suitability losses were of approximately 30% for both sources and 60% of the areas will continue to be suitable in the future. Therefore, Brazilian corals will experience heavy losses from climate, especially the loss of highly suitable areas, which are compared to effects from human economic activities. Coral situation is likely to be even worse, if we were to consider bleaching, ocean acidification and diseases, events expected to increase with the rising temperature.Ecological Niche Modelling (ENM) is widely used for conservation purposes, predicting species invasion, evolutionary aspects and a whole array of applications. However, for most cases, evaluating the efficiency of those models poses as problematic, as commonly used methods (i.e. random methods) do not assure the required independence between data used to create the model and data used to evaluate the model. We developed a new transferabilitybased framework that ensures the much-needed independence between subsets. We created an alternate approach that geographically splits occurrence datasets, while intrinsically controls issues related to previous transferability approaches, such as overfitting, extrapolation and sampling bias. We used 26 Atlantic coral species to perform three different geographical divisions quantifying the effect of different splits on model predictive efficiency. We demonstrate that transferability should be used as an effective method to evaluate ENMs. Geographical split of the area in deciles proved as a reliable evaluation method, assuring independence between datasets and being less prone to common transferability issues. Our odds-and-evens framework provides improvements to the ongoing debate of ENMs evaluating by its transferability. This new method corrects the issue of artificiality causing sampling bias and overfitting, common in previous methodologies, while also is less prone to extrapolation issues, a common problem in transferability approaches. Moreover, the framework appears as a feasible and useful alternative to the problematic and commonly used random partition of datasets evaluation.Submitted by Cláudia Bueno (claudiamoura18@gmail.com) on 2016-05-19T19:46:17Z No. of bitstreams: 2 Dissertação - André Felipe Alves de Andrade - 2016.pdf: 2007118 bytes, checksum: 69341ce5bc6c459857d1feff5d92366e (MD5) license_rdf: 23148 bytes, checksum: 9da0b6dfac957114c6a7714714b86306 (MD5)Approved for entry into archive by Luciana Ferreira (lucgeral@gmail.com) on 2016-05-20T13:54:17Z (GMT) No. of bitstreams: 2 Dissertação - André Felipe Alves de Andrade - 2016.pdf: 2007118 bytes, checksum: 69341ce5bc6c459857d1feff5d92366e (MD5) license_rdf: 23148 bytes, checksum: 9da0b6dfac957114c6a7714714b86306 (MD5)Made available in DSpace on 2016-05-20T13:54:17Z (GMT). No. of bitstreams: 2 Dissertação - André Felipe Alves de Andrade - 2016.pdf: 2007118 bytes, checksum: 69341ce5bc6c459857d1feff5d92366e (MD5) license_rdf: 23148 bytes, checksum: 9da0b6dfac957114c6a7714714b86306 (MD5) Previous issue date: 2016-02-26Coordenação de Aperfeiçoamento de Pessoal de Nível Superior - CAPESapplication/pdfhttp://repositorio.bc.ufg.br/tede/retrieve/28414/Disserta%c3%a7%c3%a3o%20-%20Andr%c3%a9%20Felipe%20Alves%20de%20Andrade%20-%202016.pdf.jpgporUniversidade Federal de GoiásPrograma de Pós-graduação em Ecologia e Evolução (ICB)UFGBrasilInstituto de Ciências Biológicas - ICB (RG)http://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessSpecies distribution modelEvaluationENMSDMCoralIndependenceMarine environments climate changeAnthropogenic impactsSeascape ecologyPrioritisationCoral reefsEnvironmental niche modellingRecifes de coralConservaçãoVulnerabilidadeModelos de distribuiçãoAvaliação de modelos de distribuiçãoECOLOGIA::ECOLOGIA APLICADAEstimativa da vulnerabilidade dos corais brasileirosAssessing the vulnerability of Brazilian coralsinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesis-5361682850774351271600600600600-387277211782737340447141651265875087702075167498588264571reponame:Repositório Institucional da UFGinstname:Universidade Federal de Goiás (UFG)instacron:UFGLICENSElicense.txtlicense.txttext/plain; charset=utf-82165http://repositorio.bc.ufg.br/tede/bitstreams/29446e92-b84c-4e41-adca-22f633798ba0/downloadbd3efa91386c1718a7f26a329fdcb468MD51CC-LICENSElicense_urllicense_urltext/plain; charset=utf-849http://repositorio.bc.ufg.br/tede/bitstreams/378928fa-15c9-4efe-ab53-7296f6291488/download4afdbb8c545fd630ea7db775da747b2fMD52license_textlicense_texttext/html; charset=utf-822064http://repositorio.bc.ufg.br/tede/bitstreams/a87a4fe8-4e1f-4d4a-8c89-78d5986d43c7/downloadef48816a10f2d45f2e2fee2f478e2fafMD53license_rdflicense_rdfapplication/rdf+xml; charset=utf-823148http://repositorio.bc.ufg.br/tede/bitstreams/2a8b1a8e-63d1-4c04-bd2e-116f95e6b0b7/download9da0b6dfac957114c6a7714714b86306MD54ORIGINALDissertação - André Felipe Alves de Andrade - 2016.pdfDissertação - André Felipe Alves de Andrade - 2016.pdfapplication/pdf2007118http://repositorio.bc.ufg.br/tede/bitstreams/4b5db74a-f0ce-48e7-b902-c280c336c549/download69341ce5bc6c459857d1feff5d92366eMD55TEXTDissertação - André Felipe Alves de Andrade - 2016.pdf.txtDissertação - André Felipe Alves de Andrade - 2016.pdf.txtExtracted Texttext/plain134258http://repositorio.bc.ufg.br/tede/bitstreams/bb9b9fa2-92fb-4a6e-b5f4-72a68451453a/download415439564d6ad31387d2ae297800d140MD56THUMBNAILDissertação - André Felipe Alves de Andrade - 2016.pdf.jpgDissertação - André Felipe Alves de Andrade - 2016.pdf.jpgGenerated Thumbnailimage/jpeg2413http://repositorio.bc.ufg.br/tede/bitstreams/932429e2-c3dc-45c9-85ae-eaebabfcf090/downloada972f410ec84df1f254662167f937991MD57tede/55922016-05-23 03:02:53.812http://creativecommons.org/licenses/by-nc-nd/4.0/Acesso Abertoopen.accessoai:repositorio.bc.ufg.br:tede/5592http://repositorio.bc.ufg.br/tedeRepositório InstitucionalPUBhttp://repositorio.bc.ufg.br/oai/requesttasesdissertacoes.bc@ufg.bropendoar:2016-05-23T06:02:53Repositório Institucional da UFG - Universidade Federal de Goiás (UFG)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
dc.title.por.fl_str_mv Estimativa da vulnerabilidade dos corais brasileiros
dc.title.alternative.eng.fl_str_mv Assessing the vulnerability of Brazilian corals
title Estimativa da vulnerabilidade dos corais brasileiros
spellingShingle Estimativa da vulnerabilidade dos corais brasileiros
Andrade, André Felipe Alves de
Species distribution model
Evaluation
ENM
SDM
Coral
Independence
Marine environments climate change
Anthropogenic impacts
Seascape ecology
Prioritisation
Coral reefs
Environmental niche modelling
Recifes de coral
Conservação
Vulnerabilidade
Modelos de distribuição
Avaliação de modelos de distribuição
ECOLOGIA::ECOLOGIA APLICADA
title_short Estimativa da vulnerabilidade dos corais brasileiros
title_full Estimativa da vulnerabilidade dos corais brasileiros
title_fullStr Estimativa da vulnerabilidade dos corais brasileiros
title_full_unstemmed Estimativa da vulnerabilidade dos corais brasileiros
title_sort Estimativa da vulnerabilidade dos corais brasileiros
author Andrade, André Felipe Alves de
author_facet Andrade, André Felipe Alves de
author_role author
dc.contributor.advisor1.fl_str_mv De Marco Junior, Paulo
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/2767494720646648
dc.contributor.authorLattes.fl_str_mv http://lattes.cnpq.br/8741536372253363
dc.contributor.author.fl_str_mv Andrade, André Felipe Alves de
contributor_str_mv De Marco Junior, Paulo
dc.subject.eng.fl_str_mv Species distribution model
Evaluation
ENM
SDM
Coral
Independence
Marine environments climate change
Anthropogenic impacts
Seascape ecology
Prioritisation
Coral reefs
Environmental niche modelling
topic Species distribution model
Evaluation
ENM
SDM
Coral
Independence
Marine environments climate change
Anthropogenic impacts
Seascape ecology
Prioritisation
Coral reefs
Environmental niche modelling
Recifes de coral
Conservação
Vulnerabilidade
Modelos de distribuição
Avaliação de modelos de distribuição
ECOLOGIA::ECOLOGIA APLICADA
dc.subject.por.fl_str_mv Recifes de coral
Conservação
Vulnerabilidade
Modelos de distribuição
Avaliação de modelos de distribuição
dc.subject.cnpq.fl_str_mv ECOLOGIA::ECOLOGIA APLICADA
description Coral reefs are of extreme importance to both nature and society, due to being responsible for several services and harbouring hundreds of species. Despite such critical importance, reef corals current suffered heavy losses since the Anthropocene, with 20% of world´s corals damaged beyond recovery due to human pressure and coastal development. This scenario is even worse, since corals are especially vulnerable to climate change and the entire ecosystem could go extinct by 2050. In this study we focus on comparing the already established impacts from human development and the yet happen losses from climate change on Brazilian corals, a unique fauna that still have gaps in knowledge. We created environmental suitability models for 24 species and quantified individual losses from both climate change and human activities. From the individual results we derived an overall pattern, in which we found out that future losses from climate alteration are equivalent to current losses from human activities. We then used the spatial distribution of those activities and key areas for conservation, determined with software Zonation, to select six areas in the Brazilian exclusive economic zone where proactive and reactive conservation strategies should be implanted, given its importance to biodiversity and concentrated anthropogenic impacts. Overall suitability losses were of approximately 30% for both sources and 60% of the areas will continue to be suitable in the future. Therefore, Brazilian corals will experience heavy losses from climate, especially the loss of highly suitable areas, which are compared to effects from human economic activities. Coral situation is likely to be even worse, if we were to consider bleaching, ocean acidification and diseases, events expected to increase with the rising temperature.
publishDate 2016
dc.date.accessioned.fl_str_mv 2016-05-20T13:54:17Z
dc.date.issued.fl_str_mv 2016-02-26
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
format masterThesis
status_str publishedVersion
dc.identifier.citation.fl_str_mv ANDRADE, A. F. A. Estimativa da vulnerabilidade dos corais brasileiros. 2016. 78 f. Dissertação (Mestrado em Ecologia e Evolução) - Universidade Federal de Goiás, Goiânia, 2016.
dc.identifier.uri.fl_str_mv http://repositorio.bc.ufg.br/tede/handle/tede/5592
dc.identifier.dark.fl_str_mv ark:/38995/0013000000jmk
identifier_str_mv ANDRADE, A. F. A. Estimativa da vulnerabilidade dos corais brasileiros. 2016. 78 f. Dissertação (Mestrado em Ecologia e Evolução) - Universidade Federal de Goiás, Goiânia, 2016.
ark:/38995/0013000000jmk
url http://repositorio.bc.ufg.br/tede/handle/tede/5592
dc.language.iso.fl_str_mv por
language por
dc.relation.program.fl_str_mv -5361682850774351271
dc.relation.confidence.fl_str_mv 600
600
600
600
dc.relation.department.fl_str_mv -3872772117827373404
dc.relation.cnpq.fl_str_mv 4714165126587508770
dc.relation.sponsorship.fl_str_mv 2075167498588264571
dc.rights.driver.fl_str_mv http://creativecommons.org/licenses/by-nc-nd/4.0/
info:eu-repo/semantics/openAccess
rights_invalid_str_mv http://creativecommons.org/licenses/by-nc-nd/4.0/
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Universidade Federal de Goiás
dc.publisher.program.fl_str_mv Programa de Pós-graduação em Ecologia e Evolução (ICB)
dc.publisher.initials.fl_str_mv UFG
dc.publisher.country.fl_str_mv Brasil
dc.publisher.department.fl_str_mv Instituto de Ciências Biológicas - ICB (RG)
publisher.none.fl_str_mv Universidade Federal de Goiás
dc.source.none.fl_str_mv reponame:Repositório Institucional da UFG
instname:Universidade Federal de Goiás (UFG)
instacron:UFG
instname_str Universidade Federal de Goiás (UFG)
instacron_str UFG
institution UFG
reponame_str Repositório Institucional da UFG
collection Repositório Institucional da UFG
bitstream.url.fl_str_mv http://repositorio.bc.ufg.br/tede/bitstreams/29446e92-b84c-4e41-adca-22f633798ba0/download
http://repositorio.bc.ufg.br/tede/bitstreams/378928fa-15c9-4efe-ab53-7296f6291488/download
http://repositorio.bc.ufg.br/tede/bitstreams/a87a4fe8-4e1f-4d4a-8c89-78d5986d43c7/download
http://repositorio.bc.ufg.br/tede/bitstreams/2a8b1a8e-63d1-4c04-bd2e-116f95e6b0b7/download
http://repositorio.bc.ufg.br/tede/bitstreams/4b5db74a-f0ce-48e7-b902-c280c336c549/download
http://repositorio.bc.ufg.br/tede/bitstreams/bb9b9fa2-92fb-4a6e-b5f4-72a68451453a/download
http://repositorio.bc.ufg.br/tede/bitstreams/932429e2-c3dc-45c9-85ae-eaebabfcf090/download
bitstream.checksum.fl_str_mv bd3efa91386c1718a7f26a329fdcb468
4afdbb8c545fd630ea7db775da747b2f
ef48816a10f2d45f2e2fee2f478e2faf
9da0b6dfac957114c6a7714714b86306
69341ce5bc6c459857d1feff5d92366e
415439564d6ad31387d2ae297800d140
a972f410ec84df1f254662167f937991
bitstream.checksumAlgorithm.fl_str_mv MD5
MD5
MD5
MD5
MD5
MD5
MD5
repository.name.fl_str_mv Repositório Institucional da UFG - Universidade Federal de Goiás (UFG)
repository.mail.fl_str_mv tasesdissertacoes.bc@ufg.br
_version_ 1815172514181021696