| 1. Identity statement | ||||
| Reference Type | Book Section | |||
| Site | mtc-m21c.sid.inpe.br | |||
| Holder Code | isadg {BR SPINPE} ibi 8JMKD3MGPCW/3DT298S | |||
| Identifier | 8JMKD3MGP3W34R/3UJ3B2B | |||
| Repository | sid.inpe.br/mtc-m21c/2019/12.13.17.03 (restricted access) | |||
| Last Update | 2019:12.13.17.03.04 (UTC) simone | |||
| Metadata Repository | sid.inpe.br/mtc-m21c/2019/12.13.17.03.04 | |||
| Metadata Last Update | 2019:12.14.11.07.43 (UTC) administrator | |||
| Secondary Key | INPE--/ | |||
| DOI | 10.1007/978-3-030-19642-4 | |||
| ISBN | 978-3-030-19642-4 | |||
| Citation Key | SantosFerrPicoCâma:2019:SeMaEa | |||
| Title | Self-organizing maps in earth observation data cubes analysis  | |||
| Year | 2019 | |||
| Access Date | 2024, May 18 | |||
| Secondary Type | PRE LI | |||
| Number of Files | 1 | |||
| Size | 1633 KiB | |||
| 2. Context | ||||
| Author | 1 Santos, Lorena Alves 2 Ferreira, Karine Reis 3 Picoli, Michelle Cristina Araújo 4 Câmara, Gilberto | |||
| Resume Identifier | 1 2 8JMKD3MGP5W/3C9JHKN 3 4 8JMKD3MGP5W/3C9JHB8 | |||
| Group | 1 DIDPI-CGOBT-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 | |||
| Editor | Vellido, A. Gibert, K. Angulo, C. Martín Guerrero, J. D. | |||
| Book Title | Advances in self-organizing maps, learning vector quantization, clustering and data visualization | |||
| Publisher | Springer | |||
| Pages | 70-79 | |||
| History (UTC) | 2019-12-13 17:03:35 :: simone -> administrator :: 2019 2019-12-14 11:07:43 :: 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 | Self-Organizing Maps · Earth Observation Data Cubes Analysis · Satellite image time series · Land Use and Cover Changes | |||
| 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 | SRE | |||
| Arrangement | urlib.net > BDMCI > Fonds > Produção anterior à 2021 > DIDPI > Self-organizing maps in... | |||
| doc Directory Content | access | |||
| source Directory Content | there are no files | |||
| agreement Directory Content |
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| 4. Conditions of access and use | ||||
| Language | en | |||
| Target File | santos_self.pdf | |||
| User Group | simone | |||
| Reader Group | administrator simone | |||
| Visibility | shown | |||
| Read Permission | deny from all | |||
| Update Permission | not transferred | |||
| 5. Allied materials | ||||
| Mirror Repository | urlib.net/www/2017/11.22.19.04.03 | |||
| Next Higher Units | 8JMKD3MGPCW/3EQCCU5 | |||
| Citing Item List | sid.inpe.br/bibdigital/2013/09.09.15.05 3 | |||
| Dissemination | BNDEPOSITOLEGAL | |||
| Host Collection | urlib.net/www/2017/11.22.19.04 | |||
| 6. Notes | ||||
| Empty Fields | archivingpolicy archivist callnumber city copyholder copyright creatorhistory descriptionlevel e-mailaddress edition format issn label lineage mark nextedition notes numberofvolumes orcid parameterlist parentrepositories previousedition previouslowerunit progress project rightsholder schedulinginformation secondarydate secondarymark serieseditor seriestitle session shorttitle sponsor subject tertiarymark tertiarytype translator url volume | |||
| 7. Description control | ||||
| e-Mail (login) | simone | |||
| update | ||||