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Geo-ForPy - Forest cover Paraguayan Chaco


DLR
EOC
Aerial Imagery
Image Segmentation
Traffic Area Map
Parking Space Detection
Multitemporal Fusion

This repository contains data on the forest structure and forest cover dynamics in the Paraguayan Chaco (northeastern part of Paraguay) between 1987 and 2020.

The products displaying results on the forest cover dynamic base on annual forest cover masks at 30 m resolution. These were derived through a classification of forest and non-forest areas using a random forest classifier trained on Landsat data. The annual forest masks were used to generate further products which are also contained in this repository: Annual forest cover per district, forest cover changes in protected areas, information on the degree of forest fragmentation and a detailed overview map showing where and when forest was lost in the Paraguayan Chaco. Additionally, this repository comprises the result of a forest structure modelation based on Sentinel-1, Sentinel-2 and GEDI data, and provides information on e.g. the plant area index, or the canopy height.

References:

  • Da Ponte, E.; García-Calabrese, M.; Kriese, J.; Cabral, N.; Perez de Molas, L.; Alvarenga, M.; Caceres, A.; Gali, A.; García, V.; Morinigo, L.; Ríos, M.; Salinas, A. Understanding 34 Years of Forest Cover Dynamics across the Paraguayan Chaco: Characterizing Annual Changes and Forest Fragmentation Levels between 1987 and 2020. Forests 2022, 13, 25. DOI: 10.3390/f13010025
  • Kacic, P.; Hirner, A.; Da Ponte, E. Fusing Sentinel-1 and -2 to Model GEDI-Derived Vegetation Structure Characteristics in GEE for the Paraguayan Chaco. Remote Sens. 2021, 13, 5105. DOI: 10.3390/rs13245105

Contacts:

  • Patrick.Kacic (Producer, Processor) DLR/EOC Land Surface Dynamics

Properties:

Items:

Forest cover changes in the Paraguayan Chaco 1987-2020

The products depicts per-pixel forest cover for Paraguay in 30 m spatial resolution from 1986 till 2020.

Title: CSW
Endpoint: https://geoservice.dlr.de/catalogue/srv/eng/csw
Record ID: dbc3ec56-a9d7-4050-ad14-1ff2e72a753
Record: GetRecord (XML)

Title: EOC Land Map Service
Endpoint: https://geoservice.dlr.de/eoc/land/wms
Layer: FOREST_COVER_PRY_1986_2020_P1Y
Capabilities: GetCapabilities (XML)
Preview: GetMap (Openlayers)

Forest Cover Paraguay per District 1986-2020

The products shows forest areas in Paraguay per district in ha.

Title: CSW
Endpoint: https://geoservice.dlr.de/catalogue/srv/eng/csw
Record ID: 71cd351c-5332-4747-b1ef-18c1bcdd569d
Record: GetRecord (XML)

Title: EOC Land Map Service
Endpoint: https://geoservice.dlr.de/eoc/land/wms
Layer: FOREST_AREAS_DISTRICTS_PRY_P1Y
Capabilities: GetCapabilities (XML)
Preview: GetMap (Openlayers)

Protected Areas in the Paraguayan Chaco

The products shows protected areas in Paraguay, which receive protection because of their natural values.

Title: CSW
Endpoint: https://geoservice.dlr.de/catalogue/srv/eng/csw
Record ID: d1d97c73-eff4-411b-93d6-f4a30ea05faa
Record: GetRecord (XML)

Title: EOC Land Map Service
Endpoint: https://geoservice.dlr.de/eoc/land/wms
Layer: PROTECTED_AREAS_FOREST_PRY
Capabilities: GetCapabilities (XML)
Preview: GetMap (Openlayers)

Forest Fragmentation 2000

The product depicts the forest fragmentation in Paraguay for 2000.

Title: CSW
Endpoint: https://geoservice.dlr.de/catalogue/srv/eng/csw
Record ID: 2F5ca620b7-1b15-47e5-af23-fc7ae77db345
Record: GetRecord (XML)

Title: EOC Land Map Service
Endpoint: https://geoservice.dlr.de/eoc/land/wms
Layer: FOREST_FRAGMENTATION_PRY_2000
Capabilities: GetCapabilities (XML)
Preview: GetMap (Openlayers)

Forest Fragmentation 2010

The product depicts the forest fragmentation in Paraguay for 2010.

Title: CSW
Endpoint: https://geoservice.dlr.de/catalogue/srv/eng/csw
Record ID: 2F5ca620b7-1b15-47e5-af23-fc7ae77db345
Record: GetRecord (XML)

Title: EOC Land Map Service
Endpoint: https://geoservice.dlr.de/eoc/land/wms
Layer: FOREST_FRAGMENTATION_PRY_2010
Capabilities: GetCapabilities (XML)
Preview: GetMap (Openlayers)

Forest Fragmentation 2020

The product depicts the forest fragmentation in Paraguay for 2020.

Title: CSW
Endpoint: https://geoservice.dlr.de/catalogue/srv/eng/csw
Record ID: 2F5ca620b7-1b15-47e5-af23-fc7ae77db345
Record: GetRecord (XML)

Title: EOC Land Map Service
Endpoint: https://geoservice.dlr.de/eoc/land/wms
Layer: FOREST_FRAGMENTATION_PRY_2020
Capabilities: GetCapabilities (XML)
Preview: GetMap (Openlayers)

Forest Structure - Total Canopy Cover

Title: CSW
Endpoint: https://geoservice.dlr.de/catalogue/srv/eng/csw
Record ID: 1ef2d116-ee75-4a22-a83c-572fc0238821
Record: GetRecord (XML)

Title: EOC Land Map Service
Endpoint: https://geoservice.dlr.de/eoc/land/wms
Layer: FOREST_COVER_S2_PRY
Capabilities: GetCapabilities (XML)
Preview: GetMap (Openlayers)

Forest Structure - Foliage Height Diversity Index

Title: CSW
Endpoint: https://geoservice.dlr.de/catalogue/srv/eng/csw
Record ID: 1ef2d116-ee75-4a22-a83c-572fc0238821
Record: GetRecord (XML)

Title: EOC Land Map Service
Endpoint: https://geoservice.dlr.de/eoc/land/wms
Layer: FOREST_FHD_S2_PRY
Capabilities: GetCapabilities (XML)
Preview: GetMap (Openlayers)

Forest Structure - Plant Area Index

Title: CSW
Endpoint: https://geoservice.dlr.de/catalogue/srv/eng/csw
Record ID: 1ef2d116-ee75-4a22-a83c-572fc0238821
Record: GetRecord (XML)

Title: EOC Land Map Service
Endpoint: https://geoservice.dlr.de/eoc/land/wms
Layer: FOREST_PAI_S2_PRY
Capabilities: GetCapabilities (XML)
Preview: GetMap (Openlayers)

Forest Structure - Canopy Height (95th percentile)

Title: CSW
Endpoint: https://geoservice.dlr.de/catalogue/srv/eng/csw
Record ID: 1ef2d116-ee75-4a22-a83c-572fc0238821
Record: GetRecord (XML)

Title: EOC Land Map Service
Endpoint: https://geoservice.dlr.de/eoc/land/wms
Layer: FOREST_RH95_S2_PRY
Capabilities: GetCapabilities (XML)
Preview: GetMap (Openlayers)