| 1. Identity statement | |
| Reference Type | Conference Paper (Conference Proceedings) |
| Site | plutao.sid.inpe.br |
| Holder Code | isadg {BR SPINPE} ibi 8JMKD3MGPCW/3DT298S |
| Identifier | 8JMKD3MGP3W/3TEP95J |
| Repository | sid.inpe.br/plutao/2019/06.10.13.43.19 |
| Last Update | 2019:06.13.13.26.03 (UTC) lattes |
| Metadata Repository | sid.inpe.br/plutao/2019/06.10.13.43.20 |
| Metadata Last Update | 2020:01.06.11.35.22 (UTC) administrator |
| DOI | 10.1007/978-3-030-19642-4_7 |
| ISBN | 978-3-030-19642-4 |
| Label | lattes: 1866854311363027 1 SantosFerrCama:2019:SeMaEa |
| Citation Key | SantosFerrPicoCama:2019:SeMaEa |
| Title | Self-organizing maps in earth observation data cubes analysis  |
| Format | DVD |
| Year | 2019 |
| Access Date | 2024, Apr. 20 |
| Secondary Type | PRE CI |
| Number of Files | 1 |
| Size | 1671 KiB |
| 2. Context | |
| Author | 1 Santos, Lorena Alves dos 2 Ferreira, Karine Reis 3 Picoli, Michelle Cristina Araújo 4 Camara, Gilberto |
| Resume Identifier | 1 2 8JMKD3MGP5W/3C9JHKN 3 4 8JMKD3MGP5W/3C9JHB8 |
| Group | 1 CAP-COMP-SESPG-INPE-MCTIC-GOV-BR 2 DIDPI-CGOBT-INPE-MCTIC-GOV-BR 3 DIDPI-CGOBT-INPE-MCTIC-GOV-BR 4 DIDPI-CGOBT-INPE-MCTIC-GOV-BR |
| Affiliation | 1 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) |
| Author e-Mail Address | 1 lorena.santos@inpe.br 2 karine.ferreira@inpe.br 3 michelle.picoli@inpe.br 4 gilberto.camara@inpe.br |
| Conference Name | International Workshop on Self-Organizing Maps and Learning Vector Quantization, Clustering and Data Visualization, 13 |
| Conference Location | Barcelona, Spain |
| Date | 26-28 jun |
| Publisher | Springer |
| Book Title | Proceedings |
| Tertiary Type | Paper |
| History (UTC) | 2019-06-10 13:43:20 :: lattes -> administrator :: 2019-06-12 02:30:27 :: administrator -> lattes :: 2019 2019-06-13 13:26:05 :: lattes -> administrator :: 2019 2019-06-14 10:42:20 :: administrator -> lattes :: 2019 2019-06-18 17:21:25 :: lattes -> administrator :: 2019 2020-01-06 11:35:22 :: administrator -> simone :: 2019 |
| 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 | Time series Self-organizing maps |
| Abstract | Earth Observation (EO) Data Cubes infrastructures model analysis-ready data generated from remote sensing images as multidimensional cubes (space, time and properties), especially for satellite image time series analysis. These infrastructures take advantage of big data technologies and methods to store, process and analyze the big amount of Earth observation satellite images freely available nowadays. Recently, EO Data Cubes infrastructures and satellite image time series analysis have brought new opportunities and challenges for the Land Use and Cover Change (LUCC) monitoring over large areas. LUCC have caused a great impact on tropical ecosystems, increasing global greenhouse gases emissions and reducing the planets biodiversity. This paper presents the utility of Self-Organizing Maps (SOM) neural network method in the process to extract LUCC information from EO Data Cubes infrastructures, using image time series analysis. Most classification techniques to create LUCC maps from satellite image time series are based on supervised learning methods. In this context, SOM is used as a method to assess land use and cover samples and to evaluate which spectral bands and vegetation indexes are best suitable for the separability of land use and cover classes. A case study is described in this work and shows the potential of SOM in this application. |
| Area | COMP |
| Arrangement 1 | urlib.net > BDMCI > Fonds > Produção anterior à 2021 > DIDPI > Self-organizing maps in... |
| Arrangement 2 | urlib.net > BDMCI > Fonds > Produção pgr ATUAIS > CAP > Self-organizing maps in... |
| doc Directory Content | access |
| source Directory Content | there are no files |
| agreement Directory Content | there are no files |
| 4. Conditions of access and use | |
| data URL | http://urlib.net/ibi/8JMKD3MGP3W/3TEP95J |
| zipped data URL | http://urlib.net/zip/8JMKD3MGP3W/3TEP95J |
| Language | en |
| Target File | 10.1007@978-3-030-19642-47.pdf |
| User Group | lattes |
| Reader Group | administrator lattes |
| Visibility | shown |
| Update Permission | not transferred |
| 5. Allied materials | |
| Next Higher Units | 8JMKD3MGPCW/3EQCCU5 8JMKD3MGPCW/3F2PHGS |
| Citing Item List | sid.inpe.br/bibdigital/2013/09.09.15.05 1 |
| Host Collection | dpi.inpe.br/plutao@80/2008/08.19.15.01 |
| 6. Notes | |
| Empty Fields | archivingpolicy archivist callnumber copyholder copyright creatorhistory descriptionlevel dissemination e-mailaddress edition editor issn lineage mark mirrorrepository nextedition notes numberofvolumes orcid organization pages parameterlist parentrepositories previousedition previouslowerunit progress project publisheraddress readpermission rightsholder schedulinginformation secondarydate secondarykey secondarymark serieseditor session shorttitle sponsor subject tertiarymark type url volume |
| 7. Description control | |
| e-Mail (login) | simone |
| update | |