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1. Identity statement
Reference TypeJournal Article
Sitemtc-m21c.sid.inpe.br
Holder Codeisadg {BR SPINPE} ibi 8JMKD3MGPCW/3DT298S
Identifier8JMKD3MGP3W34R/449CFHB
Repositorysid.inpe.br/mtc-m21c/2021/03.02.16.00   (restricted access)
Last Update2021:03.02.16.00.19 (UTC) simone
Metadata Repositorysid.inpe.br/mtc-m21c/2021/03.02.16.00.19
Metadata Last Update2022:04.03.22.28.11 (UTC) administrator
DOI10.1016/j.foreco.2021.118960
ISSN0378-1127
Citation KeyXimenesAmaMonAlmVal:2021:MaTeEc
TitleMapping the terrestrial ecoregions of the Purus-Madeira interfluve in the Amazon Forest using machine learning techniques
Year2021
MonthMay
Access Date2024, May 17
Type of Workjournal article
Secondary TypePRE PI
Number of Files1
Size9492 KiB
2. Context
Author1 Ximenes, Arimatéa de Carvalho
2 Amaral, Silvana
3 Monteiro, Antonio Miguel Vieira
4 Almeida, Rodolfo Maduro
5 Valeriano, Dalton de Morisson
Resume Identifier1
2 8JMKD3MGP5W/3C9JJ8Q
3 8JMKD3MGP5W/3C9JGJN
4
5 8JMKD3MGP5W/3C9JGT4
Group1 DIOTG-CGCT-INPE-MCTI-GOV-BR
2 DIOTG-CGCT-INPE-MCTI-GOV-BR
3 DIOTG-CGCT-INPE-MCTI-GOV-BR
4
5 DIOTG-CGCT-INPE-MCTI-GOV-BR
Affiliation1 Instituto Nacional de Pesquisas Espaciais (INPE)
2 Instituto Nacional de Pesquisas Espaciais (INPE)
3 Instituto Nacional de Pesquisas Espaciais (INPE)
4 Universidade Federal do Oeste do Pará (UFOPA)
5 Instituto Nacional de Pesquisas Espaciais (INPE)
Author e-Mail Address1 ximenes@protonmail.com
2 silvana.amaral@inpe.br
3 miguel.monteiro@inpe.br
4
5 dalton.valeriano@inpe.br
JournalForest Ecology and Management
Volume488
Pagese118960
Secondary MarkA1_ZOOTECNIA_/_RECURSOS_PESQUEIROS A1_INTERDISCIPLINAR A1_GEOGRAFIA A1_ENGENHARIAS_III A1_CIÊNCIAS_AMBIENTAIS A1_BIODIVERSIDADE A2_GEOCIÊNCIAS A2_ENGENHARIAS_I A2_CIÊNCIAS_AGRÁRIAS_I B1_MATERIAIS B1_ENGENHARIAS_II B1_CIÊNCIAS_BIOLÓGICAS_I B1_BIOTECNOLOGIA
History (UTC)2021-03-02 16:00:19 :: simone -> administrator ::
2021-03-02 16:00:21 :: administrator -> simone :: 2021
2021-03-02 16:00:50 :: simone -> administrator :: 2021
2021-06-22 19:11:14 :: administrator -> simone :: 2021
2021-06-23 13:09:31 :: simone -> administrator :: 2021
2022-04-03 22:28:11 :: administrator -> simone :: 2021
3. Content and structure
Is the master or a copy?is the master
Content Stagecompleted
Transferable1
Content TypeExternal Contribution
Version Typepublisher
Keywordsspatial ecology
ecoregions
biodiversity
self-organizing map
landscape ecology
geoprocessing
AbstractAn ecoregion is a region with similar environmental conditions. However, many ecoregions represent regional habitat heterogeneity, and areas with little fieldwork information can benefit from ecoregion mapping by providing information about their biodiversity distribution. This work presents the procedure adopted to map the terrestrial ecoregions of the Purus-Madeira interfluve, in the Brazilian Amazon using Machine Learning techniques. A methodological approach with Self-Organizing Map and K-means algorithms is proposed for the ecoregion mapping and the resulting model is discussed. The final ecoregion map was built up from a set of variables including altitude, slope, drainage density, percentage of tree cover and a vegetation map. Discriminant analysis identified the extent to which the variables are similar or different between the ecoregions, with a Kappa index of 0.86. This indicates that the methodological approach is reliable and thus can reproduce valid results over different areas. We produced a map with 14 ecoregions to account for the environmental diversity in the Purus-Madeira interfluve. This map can be used for the planning of biodiversity conservation.
AreaSRE
Arrangementurlib.net > BDMCI > Fonds > Produção a partir de 2021 > CGCT > Mapping the terrestrial...
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4. Conditions of access and use
Languageen
Target Fileximenes_mapping.pdf
User Groupsimone
Reader Groupadministrator
simone
Visibilityshown
Archiving Policydenypublisher denyfinaldraft24
Read Permissiondeny from all and allow from 150.163
Update Permissionnot transferred
5. Allied materials
Next Higher Units8JMKD3MGPCW/46KUATE
Citing Item Listsid.inpe.br/mtc-m21/2012/07.13.14.40.32 3
sid.inpe.br/mtc-m21/2012/07.13.14.44.17 2
sid.inpe.br/mtc-m21/2012/07.13.15.00.22 1
DisseminationWEBSCI; PORTALCAPES; COMPENDEX; SCOPUS.
Host Collectionurlib.net/www/2017/11.22.19.04
6. Notes
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