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STAC Collection - LCC - Bahia - LC8 30m 1M STK

This land cover classification refers to a study area in Bahia state, in the Cerrado biome. For this map, the Landsat-8 monthly data cube was used, with a spatial resolution of 30 meters, using the best pixel composition function named as Least Cloud Cover First (LCF), which was previously named Stack in BDC older versions. This experiment uses the time series of an agricultural calendar year, from September 2018 to August 2019, extracted from the Sentinel-2 data cube. The input datacube was Landsat-8 - OLI - Cube Stack 16 days - v001, which was deprecated. The classification was made using 922 samples (Pasture: 258; Agriculture: 242; Natural Vegetation: 422). The spectral band used were B1, B2, B3, B4, B5, B6, and B7 along with the vegetation indices EVI and NDVI; the clouded observation were identified using the Fmask4 algorithm and estimated using linear interpolation. We trained a multi-layer perceptron for a deep learning classification network to classify the data cube using sits R package. Validation was done using good practice guidelines by Olofsson. The validation was done independently for each map using the PRODES Cerrado data of 2019. This data obtained overall accuracy (OA) 0.90. For more information see the paper <a href=" https://www.mdpi.com/2072-4292/12/24/4033" target="_blank">Earth Observation Data Cubes for Brazil: Requirements, Methodology and Products.</a> This product was funded by the Brazilian Development Bank (BNDES).

Simple

Date (Publication)
Status
On going
Point of contact
  INPE/MCTI - Data Support
Maintenance and update frequency
Continual
Keywords
  • classification

  • landsat

  • landsat-8

  • thematic

  • cloud optimized geotiff

  • cog

  • earth observation

  • brazil

  • machine learning

  • mlp

  • land use/land cover classification

  • land use classes

  • neural networks

Access constraints
Copyright
Use constraints
License
Other constraints

Creative-Commons-Attribution-4.0-International: https://creativecommons.org/licenses/by/4.0/

Spatial representation type
Grid
Metadata language

eng

Character set
UTF8
Topic category
  • Imagery base maps earth cover
Begin date
2018-09-01
End date
2019-08-31
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Reference system identifier
UTM/WGS84
Distribution format
  • JSON COG PNG ( )

OnLine resource
INPE STAC Browser ( WWW:LINK-1.0-http--link )

This is the landing page for the INPE STAC server. The SpatioTemporal Asset Catalogs (STAC) provide a standardized way to expose collections of spatial temporal data. Here you will find collections of data provided by projects and areas of INPE.

OnLine resource
LCC - Bahia - LC8 30m 1M STK Collection ( WWW:LINK-2.0-http--link )

End point to access INPE Spatio Temporal Asset Catalog (STAC) server, collection LCC_L8_30_1M_STK_PA-SPC-AC-NA-1

Hierarchy level
Dataset
File identifier
LCC_L8_30_1M_STK_PA-SPC-AC-NA-1 XML
Metadata language
Portuguese
Character set
UTF8
Date stamp
2024-10-21T18:21:11
Metadata standard name

ISO 19115:2003/19139

Metadata standard version

1.0

Point of contact
  INPE/MCTI - Lucas Martins Oliveira ( Bolsista PCI )
 
 

Overviews

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Spatial extent

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Keywords


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