COG Imagery Service – Soil Carbon in Andalusia (Spain)
COG Imagery Service – Soil Carbon in Andalusia (Spain)

The Soil Carbon COG Imagery Service in Andalusia provides open and efficient access to high-resolution raster maps of soil organic carbon (SOC), generated through digital soil mapping techniques. Based on field sampling across 684 agricultural sites and the integration of environmental variables (climate, vegetation indices, terrain, land use), machine learning models were used to produce predictive maps for two depth intervals (0–30 cm and 30–60 cm). These maps are published in Cloud Optimized GeoTIFF (COG) format and served via an HTTP-compliant web server integrated into a Kubernetes-based GIS infrastructure. The service is cataloged in REDIAM and enables direct visualization and download of geospatial data for environmental monitoring, research, and decision-making.

The Soil Carbon COG Imagery Service in Andalusia provides open and efficient access to high-resolution raster maps of soil organic carbon (SOC), generated through digital soil mapping techniques. Based on field sampling across 684 agricultural sites and the integration of environmental variables (climate, vegetation indices, terrain, land use), machine learning models were used to produce predictive maps for two depth intervals (0–30 cm and 30–60 cm). These maps are published in Cloud Optimized GeoTIFF (COG) format and served via an HTTP-compliant web server integrated into a Kubernetes-based GIS infrastructure. The service is cataloged in REDIAM and enables direct visualization and download of geospatial data for environmental monitoring, research, and decision-making.

Simple

Date (Publication)
Fecha (Publicación)
2024-12-10
Presentation form
Formulario de presentación
Digital image
Imagen digital
Propósito
Purpose

To provide open access to high-resolution geospatial data on soil organic carbon (SOC) in Andalusia through a cloud-optimized imagery service. The service supports efficient visualization, retrieval, and use of SOC predictive maps in environmental analysis, land management, and climate change monitoring. It aims to facilitate data-driven decision-making by offering interoperable, machine-readable raster datasets compliant with COG and HTTP Range Request standards.

To provide open access to high-resolution geospatial data on soil organic carbon (SOC) in Andalusia through a cloud-optimized imagery service. The service supports efficient visualization, retrieval, and use of SOC predictive maps in environmental analysis, land management, and climate change monitoring. It aims to facilitate data-driven decision-making by offering interoperable, machine-readable raster datasets compliant with COG and HTTP Range Request standards.
Status
Estado
On going
En proceso
Point of contact
Organisation name Individual name Electronic mail address Role

Red de Información Ambiental de Andalucía (REDIAM) - Junta de Andalucía

Andalusian Environmental Information Network (REDIAM) – Regional Government of Andalusia

Servicio de Análisis de la Información Ambiental - Consejería de Sostenibilidad y Medio Ambiente - Junta de Andalucía. - España

Environmental Information Analysis Service – Ministry of Sustainability and Environment – Regional Government of Andalusia – Spain
Author
Autor
Maintenance and update frequency
Mantenimiento y frecuencia de actualización
Monthly
Mensualmente
Metadata author
Organisation name Individual name Electronic mail address Role

Andalusian Environmental Information Network (REDIAM) – Regional Government of Andalusia

Red de Información Ambiental de Andalucía (REDIAM) - Junta de Andalucía

Servicio de Análisis de la Información Ambiental - Consejería de Sostenibilidad y Medio Ambiente - Junta de Andalucía. - España

Servicio de Análisis de la Información Ambiental - Consejería de Sostenibilidad y Medio Ambiente - Junta de Andalucía. - España
Publisher
Publicador
Theme
Tema

  • Soil carbon

    Soil carbon

  • Organic carbon

    Organic carbon

  • Carbon content

    Carbon content

  • Soil science

    Soil science

  • Climate change

    Climate change

  • Environmental monitoring

    Environmental monitoring

  • Remote sensing

    Remote sensing

  • Carbon sequestration

    Carbon sequestration
Place
Lugar

  • Andalucía, España

    Andalusia, Spain
Keywords

GEMET - INSPIRE themes, version 1.0

  • Land use

  • Land cover

  • Soil

  • Environmental monitoring facilities

  • Geographical grid systems

  • Bio-geographical regions
Access constraints
Restricciones de Acceso
Other restrictions
Otras restricciones
Use constraints
Restricciones de uso
Other restrictions
Otras restricciones
Otras limitaciones
Other constraints

Creative Commons Attribution 4.0 International Public License (CC BY 4.0)

Creative Commons Attribution 4.0 International Public License (CC BY 4.0)
Spatial representation type
Tipo de representación espacial
Text, table
Texto, tabla
Language
Idioma
Spanish; Castilian
Character set
Codificación
UTF8
UTF8
Topic category
Categoría temática
  • Inland waters
    Aguas Interiores
  • Environment
    Medio ambiente
N
S
E
W
thumbnail


Hierarchy level
Jerarquía
Service
Servicio

Metadata

File identifier
Identificador del fichero
2b10a2cc-2666-420c-96ae-97e1c49738c7 XML
Metadata language
Idioma del metadato
Spanish; Castilian
Character set
Codificación
UTF8
UTF8
Date stamp
Fecha
2025-06-24T10:07:14.774348Z
Metadata standard name

ISO 19115:2003/19139
Metadata standard version

1.0
Metadata author
Organisation name Individual name Electronic mail address Role

Red de Información Ambiental de Andalucía (REDIAM) - Junta de Andalucía

Andalusian Environmental Information Network (REDIAM) – Regional Government of Andalusia

Servicio de Análisis de la Información Ambiental - Consejería de Sostenibilidad y Medio Ambiente - Junta de Andalucía. - España

Environmental Information Analysis Service – Ministry of Sustainability and Environment – Regional Government of Andalusia – Spain
Point of contact
Punto de Contacto

Red de Información Ambiental de Andalucía (REDIAM) - Junta de Andalucía

Andalusian Environmental Information Network (REDIAM) – Regional Government of Andalusia

Servicio de Análisis de la Información Ambiental - Consejería de Sostenibilidad y Medio Ambiente - Junta de Andalucía. - España

Environmental Information Analysis Service – Ministry of Sustainability and Environment – Regional Government of Andalusia – Spain
Author
Autor
Other language
Language Character encoding
English
English
UTF8
UTF8
Spanish; Castilian
Spanish; Castilian
UTF8
UTF8
 
 

Overviews

Spatial extent

N
S
E
W
thumbnail


Keywords

Carbon content
Carbon content
Carbon sequestration
Carbon sequestration
Climate change
Climate change
Environmental monitoring
Environmental monitoring
Organic carbon
Organic carbon
Remote sensing
Remote sensing
Soil carbon
Soil carbon
Soil science
Soil science
GEMET - INSPIRE themes, version 1.0
Bio-geographical regions
Environmental monitoring facilities
Geographical grid systems
Land cover
Land use
Soil

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