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1. Identity statement
Reference TypeJournal Article
Sitemtc-m16c.sid.inpe.br
Holder Codeisadg {BR SPINPE} ibi 8JMKD3MGPCW/3DT298S
Identifier8JMKD3MGP8W/35N86GL
Repositorysid.inpe.br/mtc-m18@80/2009/07.24.16.24   (restricted access)
Last Update2010:09.16.12.16.53 (UTC) administrator
Metadata Repositorysid.inpe.br/mtc-m18@80/2009/07.24.16.24.39
Metadata Last Update2020:04.28.17.48.53 (UTC) administrator
Secondary KeyINPE--PRE/
DOI10.1016/j.jag.2008.04.001
ISSN0303-2434
Citation KeyGalvãoPonzLiesSant:2009:PoDiTr
TitlePossibilities of discriminating tropical secondary succession in Amazônia using hyperspectral and multiangular CHRIS/PROBA data
Year2009
Access Date2024, Apr. 28
Secondary TypePRE PI
Number of Files1
Size1156 KiB
2. Context
Author1 Galvão, Lênio Soares
2 Ponzoni, Flávio Jorge
3 Liesenberg, Veraldo
4 Santos, João Roberto dos
Group1 DSR-OBT-INPE-MCT-BR
2 DSR-OBT-INPE-MCT-BR
3 DSR-OBT-INPE-MCT-BR
4 DSR-OBT-INPE-MCT-BR
Affiliation1 Instituto Nacional de Pesquisas Espaciais (INPE)
2 Instituto Nacional de Pesquisas Espaciais (INPE)
3 Instituto Nacional de Pesquisas Espaciais (INPE)
4 Instituto Nacional de Pesquisas Espaciais (INPE)
JournalInternational Journal of Applied Earth Observation and Geoinformation
Volume11
Number1
Pages8-14
Secondary MarkB1_GEOCIÊNCIAS
History (UTC)2009-07-24 16:25:30 :: marciana -> administrator ::
2010-05-11 01:09:42 :: administrator -> marciana ::
2010-09-16 12:16:53 :: marciana -> administrator :: 2009
2020-04-28 17:48:53 :: administrator -> simone :: 2009
3. Content and structure
Is the master or a copy?is the master
Content Stagecompleted
Transferable1
Content TypeExternal Contribution
KeywordsAmazônia
CHRIS/PROBA
Hyperspectral
Multiangular
Secondary succession
AbstractCHRIS/PROBA data collected in the Brazilian Amazônia in 4 view angles (-36°, nadir, +36°, +55°) and 62 bands (410-1000 nm range) were evaluated for the discrimination between primary forest and 3 stages of secondary succession after deforestation: initial (SS1; <5 years), intermediate (SS2; 5-15 years) and advanced (SS3; >15 years). Single view angle and multiangular approaches (nadir plus anisotropic information derived from reflectance ratios between view angles) were tested for discrimination. Both approaches used principal components analysis (PCA) applied to pixel spectra representative of each class in order to reduce data dimensionality at each dataset, to enhance separability between the classes, and to provide input variables for multiple discriminant analysis (MDA). The results showed that the off-nadir viewing improved discrimination between the successional stages. Discrimination between SS2 and SS3 was enhanced with PCA at +36° view angle. Primary forest and SS3 presented a more anisotropic behavior than SS2 and SS1, especially in the backward scattering direction (positive view angles) in which great amounts of sunlit canopy components were viewed by the sensor. MDA classification results showed that the multiangular approach produced an overall improvement in the discrimination. From the single (nadir) to the multiangular approach, classification accuracy using a separate set of pixels increased from 83.3% to 98.3% for SS1, 53.3% to 70.0% for SS2, and 58.3% to 76.7% for SS3. The nadir and multiangular classifications were statistically different at a 0.05% level of significance. Kappa statistics increased from 0.63 to 0.82. The results showed that multiangular data can improve the differentiation between primary forest and old stages of natural vegetation regrowth, which have been reported in the literature as the most difficult classes to be mapped in the Amazonian environment.
AreaSRE
Arrangementurlib.net > BDMCI > Fonds > Produção anterior à 2021 > DIDSR > Possibilities of discriminating...
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4. Conditions of access and use
Languageen
Target Filelenio1.pdf
User Groupadministrator
marciana
Visibilityshown
Archiving Policydenypublisher denyfinaldraft24
Read Permissiondeny from all and allow from 150.163
5. Allied materials
Mirror Repositorysid.inpe.br/mtc-m18@80/2008/03.17.15.17.24
Next Higher Units8JMKD3MGPCW/3ER446E
DisseminationWEBSCI; PORTALCAPES; MGA.
Host Collectionsid.inpe.br/mtc-m18@80/2008/03.17.15.17
6. Notes
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