| 1. Identity statement | ||||
| Reference Type | Journal Article | |||
| Site | mtc-m21c.sid.inpe.br | |||
| Holder Code | isadg {BR SPINPE} ibi 8JMKD3MGPCW/3DT298S | |||
| Identifier | 8JMKD3MGP3W34R/43HUNA8 | |||
| Repository | sid.inpe.br/mtc-m21c/2020/11.09.12.01 | |||
| Last Update | 2020:11.09.12.01.18 (UTC) simone | |||
| Metadata Repository | sid.inpe.br/mtc-m21c/2020/11.09.12.01.18 | |||
| Metadata Last Update | 2022:01.04.01.35.34 (UTC) administrator | |||
| DOI | 10.3390/rs12213512 | |||
| ISSN | 2072-4292 | |||
| Citation Key | WiederkehrGCBBSLSM:2020:DiFoSu | |||
| Title | Discriminating forest successional stages, forest degradation, and land use in central Amazon using ALOS/PALSAR‐2 full‐polarimetric data  | |||
| Year | 2020 | |||
| Month | Nov. | |||
| Access Date | 2024, May 19 | |||
| Type of Work | journal article | |||
| Secondary Type | PRE PI | |||
| Number of Files | 1 | |||
| Size | 10269 KiB | |||
| 2. Context | ||||
| Author | 1 Wiederkehr, Natália Cristina 2 Gama, Fábio Furlan 3 Castro, Paulo B. N. 4 Bispo, Polyanna da Conceição 5 Balzter, Heiko 6 Sano, Edson E. 7 Liesenberg, Veraldo 8 Santos, João Roberto dos 9 Mura, José Cláudio | |||
| Resume Identifier | 1 2 8JMKD3MGP5W/3C9JH3P 3 4 5 6 7 8 8JMKD3MGP5W/3C9JHF4 9 8JMKD3MGP5W/3C9JHGR | |||
| ORCID | 1 0000-0003-4002-0981 2 0000-0002-4585-5067 3 4 0000-0003-0247-8449 5 0000-0002-9053-4684 6 7 0000-0003-0564-7818 | |||
| Group | 1 SER-SRE-SESPG-INPE-MCTIC-GOV-BR 2 DIDSR-CGOBT-INPE-MCTIC-GOV-BR 3 4 5 6 7 8 DIDSR-CGOBT-INPE-MCTIC-GOV-BR 9 DIDSR-CGOBT-INPE-MCTIC-GOV-BR | |||
| Affiliation | 1 Instituto Nacional de Pesquisas Espaciais (INPE) 2 Instituto Nacional de Pesquisas Espaciais (INPE) 3 Universidade Federal de Ouro Preto (UFOP) 4 University of Manchester 5 University of Leicester 6 Empresa Brasileira de Pesquisa Agropecuária (EMBRAPA) 7 Universidade do Estado de Santa Catarina (UDESC) 8 Instituto Nacional de Pesquisas Espaciais (INPE) 9 Instituto Nacional de Pesquisas Espaciais (INPE) | |||
| Author e-Mail Address | 1 natalia.wiederkehr@inpe.br 2 fabio.furlan@inpe.br 3 paulo.castro@aluno.ufop.edu.br 4 polyanna.bispo@manchester.ac.uk 5 hb91@leicester.ac.uk 6 edson.sano@embrapa.br 7 veraldo.liesenberg@udesc.br 8 joao.roberto@inpe.br 9 jose.mura@inpe.br | |||
| Journal | Remote Sensing | |||
| Volume | 12 | |||
| Number | 21 | |||
| Pages | 1-30 | |||
| Secondary Mark | B3_GEOGRAFIA B3_ENGENHARIAS_I B4_GEOCIÊNCIAS B4_CIÊNCIAS_AMBIENTAIS B5_CIÊNCIAS_AGRÁRIAS_I | |||
| History (UTC) | 2020-11-09 12:01:18 :: simone -> administrator :: 2020-11-09 12:01:20 :: administrator -> simone :: 2020 2020-11-09 12:04:10 :: simone -> administrator :: 2020 2022-01-04 01:35:34 :: administrator -> simone :: 2020 | |||
| 3. Content and structure | ||||
| Is the master or a copy? | is the master | |||
| Content Stage | completed | |||
| Transferable | 1 | |||
| Content Type | External Contribution | |||
| Version Type | publisher | |||
| Keywords | Brazil Amazon forest land use land cover forest degradation polarimetry SAR | |||
| Abstract | We discriminated different successional forest stages, forest degradation, and land use classes in the Tapajós National Forest (TNF), located in the Central Brazilian Amazon. We used full polarimetric images from ALOS/PALSAR-2 that have not yet been tested for land use and land cover (LULC) classification, neither for forest degradation classification in the TNF. Our specific objectives were: (1) to test the potential of ALOS/PALSAR-2 full polarimetric images to discriminate LULC classes and forest degradation; (2) to determine the optimum subset of attributes to be used in LULC classification and forest degradation studies; and (3) to evaluate the performance of Random Forest (RF) and Support Vector Machine (SVM) supervised classifications to discriminate LULC classes and forest degradation. PALSAR-2 images from 2015 and 2016 were processed to generate Radar Vegetation Index, Canopy Structure Index, Volume Scattering Index, Biomass Index, and CloudePottier, van Zyl, FreemanDurden, and Yamaguchi polarimetric decompositions. To determine the optimum subset, we used principal component analysis in order to select the best attributes to discriminate the LULC classes and forest degradation, which were classified by RF. Based on the variable importance score, we selected the four first attributes for 2015, alpha, anisotropy, volumetric scattering, and double-bounce, and for 2016, entropy, anisotropy, surface scattering, and biomass index, subsequently classified by SVM. Individual backscattering indexes and polarimetric decompositions were also considered in both RF and SVM classifiers. Yamaguchi decomposition performed by RF presented the best results, with an overall accuracy (OA) of 76.9% and 83.3%, and Kappa index of 0.70 and 0.80 for 2015 and 2016, respectively. The optimum subset classified by RF showed an OA of 75.4% and 79.9%, and Kappa index of 0.68 and 0.76 for 2015 and 2016, respectively. RF exhibited superior performance in relation to SVM in both years. Polarimetric attributes exhibited an adequate capability to discriminate forest degradation and classes of different ecological succession from the ones with less vegetation cover. | |||
| Area | SRE | |||
| Arrangement 1 | urlib.net > BDMCI > Fonds > Produção anterior à 2021 > DIDSR > Discriminating forest successional... | |||
| Arrangement 2 | urlib.net > BDMCI > Fonds > Produção pgr ATUAIS > SER > Discriminating forest successional... | |||
| doc Directory Content | access | |||
| source Directory Content | there are no files | |||
| agreement Directory Content |
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| 4. Conditions of access and use | ||||
| data URL | http://mtc-m21c.sid.inpe.br/ibi/8JMKD3MGP3W34R/43HUNA8 | |||
| zipped data URL | http://mtc-m21c.sid.inpe.br/zip/8JMKD3MGP3W34R/43HUNA8 | |||
| Language | en | |||
| Target File | remotesensing-12-03512-v2.pdf | |||
| User Group | simone | |||
| Reader Group | administrator simone | |||
| Visibility | shown | |||
| Archiving Policy | allowpublisher allowfinaldraft | |||
| Update Permission | not transferred | |||
| 5. Allied materials | ||||
| Next Higher Units | 8JMKD3MGPCW/3ER446E 8JMKD3MGPCW/3F3NU5S | |||
| Citing Item List | sid.inpe.br/mtc-m21/2012/07.13.14.51.50 4 sid.inpe.br/bibdigital/2013/10.18.22.34 2 sid.inpe.br/mtc-m21/2012/07.13.14.51.02 2 | |||
| Dissemination | WEBSCI; PORTALCAPES; MGA; COMPENDEX; SCOPUS. | |||
| Host Collection | urlib.net/www/2017/11.22.19.04 | |||
| 6. Notes | ||||
| Empty Fields | alternatejournal archivist callnumber copyholder copyright creatorhistory descriptionlevel e-mailaddress format isbn label lineage mark mirrorrepository nextedition notes parameterlist parentrepositories previousedition previouslowerunit progress project readpermission rightsholder schedulinginformation secondarydate secondarykey session shorttitle sponsor subject tertiarymark tertiarytype url | |||
| 7. Description control | ||||
| e-Mail (login) | simone | |||
| update | ||||