Building a Data Set over 12 Globally Distributed Sites to Support the Development of Agriculture Monitoring Applications with Sentinel-2
- Autores
- Bontemps, Sophie; Arias, Marcela; Cara, Cosmin; Dedieu, Gérard; Guzzonato, Eric; Hagolle, Olivier; Inglada, Jordi; Matton, Nicolas; Morin, David; Popescu, Ramona; Rabaute, Thierry; Savinaud, Mickael; Sepulcre, Guadalupe; Valero, Silvia; Ahmad, Ijaz; Bégué, Agnès; Wu, Bingfang; De Abelleyra, Diego; Diarra, Alhousseine; Dupuy, Stéphane; French, Andrew; Akhtar, Ibrar ul Hassan; Kussul, Nataliia; Lebourgeois, Valentine; Le Page, Michel; Newby, Terrence; Savin, Igor; Veron, Santiago Ramón; Koetz, Benjamin; Defourny, Pierre
- Año de publicación
- 2015
- Idioma
- inglés
- Tipo de recurso
- artículo
- Estado
- versión publicada
- Descripción
- Developing better agricultural monitoring capabilities based on Earth Observation data is critical for strengthening food production information and market transparency. The Sentinel-2 mission has the optimal capacity for regional to global agriculture monitoring in terms of resolution (10–20 meter), revisit frequency (five days) and coverage (global). In this context, the European Space Agency launched in 2014 the “Sentinel2 for Agriculture” project, which aims to prepare the exploitation of Sentinel-2 data for agriculture monitoring through the development of open source processing chains for relevant products. The project generated an unprecedented data set, made of “Sentinel-2 like” time series and in situ data acquired in 2013 over 12 globally distributed sites. Earth Observation time series were mostly built on the SPOT4 (Take 5) data set, which was specifically designed to simulate Sentinel-2. They also included Landsat 8 and RapidEye imagery as complementary data sources. Images were pre-processed to Level 2A and the quality of the resulting time series was assessed. In situ data about cropland, crop type and biophysical variables were shared by site managers, most of them belonging to the “Joint Experiment for Crop Assessment and Monitoring” network. This data set allowed testing and comparing across sites the methodologies that will be at the core of the future “Sentinel2 for Agriculture” system.
Instituto de Clima y Agua
Fil: Bontemps, Sophie. Université Catholique de Louvain. Earth and Life Institute; Bélgica
Fil: Arias, Marcela. Universite de Toulose - Le Mirail. Centre d’Etudes Spatiales de la BIOsphère; Francia
Fil: Cara, Cosmin. CS Romania S.A.; Rumania
Fil: Dedieu, Gérard. Universite de Toulose - Le Mirail. Centre d’Etudes Spatiales de la BIOsphère; Francia
Fil: Guzzonato, Eric. CS Systèmes d’Information; Francia
Fil: Hagolle, Olivier. Universite de Toulose - Le Mirail. Centre d’Etudes Spatiales de la BIOsphère; Francia
Fil: Inglada, Jordi. Universite de Toulose - Le Mirail. Centre d’Etudes Spatiales de la BIOsphère; Francia
Fil: Matton, Nicolas. Université Catholique de Louvain. Earth and Life Institute; Bélgica
Fil: Morin, David. Universite de Toulose - Le Mirail. Centre d’Etudes Spatiales de la BIOsphère; Francia
Fil: Popescu, Ramona. CS Romania S.A.; Rumania
Fil: Rabaute, Thierry. CS Systèmes d’Information; Francia
Fil: Savinaud, Mickael. CS Systèmes d’Information; Francia
Fil: Sepulcre, Guadalupe. Université Catholique de Louvain. Earth and Life Institute; Bélgica
Fil: Valero, Silvia. Universite de Toulose - Le Mirail. Centre d’Etudes Spatiales de la BIOsphère; Francia
Fil: Ahmad, Ijaz. Pakistan Space and Upper Atmosphere Research Commission. Space Applications Research Complex. National Agriculture Information Center Directorate; Pakistán
Fil: Bégué, Agnès. Centre de Coopération Internationale en Recherche Agronomique pour le Développerment; Francia
Fil: Wu, Bingfang. Chinese Academy of Sciences. Institute of Remote Sensing and Digital Earth; República de China
Fil: De Abelleyra, Diego. Instituto Nacional de Tecnología Agropecuaria (INTA). Instituto de Clima y Agua; Argentina
Fil: Diarra, Alhousseine. Université Cadi Ayyad. Faculté des Sciences Semlalia; Marruecos
Fil: Dupuy, Stéphane. Centre de Coopération Internationale en Recherche Agronomique pour le Développerment; Francia
Fil: French, Andrew. United States Department of Agriculture. Agricultural Research Service. Arid Land Agricultural Research Center; Argentina
Fil: Akhtar, Ibrar ul Hassan. Pakistan Space and Upper Atmosphere Research Commission. Space Applications Research Complex. National Agriculture Information Center Directorate; Pakistán
Fil: Kussul, Nataliia. National Academy of Sciences of Ukraine. Space Research Institute and State Space Agency of Ukraine; Ucrania
Fil: Lebourgeois, Valentine. Centre de Coopération Internationale en Recherche Agronomique pour le Développerment; Francia
Fil: Le Page, Michel. Université Cadi Ayyad. Faculté des Sciences Semlalia. Laboratoire Mixte International TREMA; Marruecos. Universite de Toulose - Le Mirail. Centre d’Etudes Spatiales de la BIOsphère; Francia
Fil: Newby, Terrence. Agricultural Research Council; Sudáfrica
Fil: Savin, Igor. V.V. Dokuchaev Soil Science Institute; Rusia
Fil: Verón, Santiago Ramón. Instituto Nacional de Tecnología Agropecuaria (INTA). Instituto de Clima y Agua; Argentina
Fil: Koetz, Benjamin. European Space Agency. European Space Research Institute; Italia
Fil: Defourny, Pierre. Université Catholique de Louvain. Earth and Life Institute; Bélgica - Fuente
- Remote Sensing 7 (12) : 16062-16090 (December 2015)
- Materia
-
Imágenes por Satélites
Agricultura
Sensores
Vigilancia
Satellite Imagery
Agriculture
Sensors
Monitoring
Sensores Remotos
Sentinel-2
Landsat 8
SPOT4 - Nivel de accesibilidad
- acceso abierto
- Condiciones de uso
- http://creativecommons.org/licenses/by-nc-sa/4.0/
- Repositorio
- Institución
- Instituto Nacional de Tecnología Agropecuaria
- OAI Identificador
- oai:localhost:20.500.12123/5524
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Building a Data Set over 12 Globally Distributed Sites to Support the Development of Agriculture Monitoring Applications with Sentinel-2Bontemps, SophieArias, MarcelaCara, CosminDedieu, GérardGuzzonato, EricHagolle, OlivierInglada, JordiMatton, NicolasMorin, DavidPopescu, RamonaRabaute, ThierrySavinaud, MickaelSepulcre, GuadalupeValero, SilviaAhmad, IjazBégué, AgnèsWu, BingfangDe Abelleyra, DiegoDiarra, AlhousseineDupuy, StéphaneFrench, AndrewAkhtar, Ibrar ul HassanKussul, NataliiaLebourgeois, ValentineLe Page, MichelNewby, TerrenceSavin, IgorVeron, Santiago RamónKoetz, BenjaminDefourny, PierreImágenes por SatélitesAgriculturaSensoresVigilanciaSatellite ImageryAgricultureSensorsMonitoringSensores RemotosSentinel-2Landsat 8SPOT4Developing better agricultural monitoring capabilities based on Earth Observation data is critical for strengthening food production information and market transparency. The Sentinel-2 mission has the optimal capacity for regional to global agriculture monitoring in terms of resolution (10–20 meter), revisit frequency (five days) and coverage (global). In this context, the European Space Agency launched in 2014 the “Sentinel2 for Agriculture” project, which aims to prepare the exploitation of Sentinel-2 data for agriculture monitoring through the development of open source processing chains for relevant products. The project generated an unprecedented data set, made of “Sentinel-2 like” time series and in situ data acquired in 2013 over 12 globally distributed sites. Earth Observation time series were mostly built on the SPOT4 (Take 5) data set, which was specifically designed to simulate Sentinel-2. They also included Landsat 8 and RapidEye imagery as complementary data sources. Images were pre-processed to Level 2A and the quality of the resulting time series was assessed. In situ data about cropland, crop type and biophysical variables were shared by site managers, most of them belonging to the “Joint Experiment for Crop Assessment and Monitoring” network. This data set allowed testing and comparing across sites the methodologies that will be at the core of the future “Sentinel2 for Agriculture” system.Instituto de Clima y AguaFil: Bontemps, Sophie. Université Catholique de Louvain. Earth and Life Institute; BélgicaFil: Arias, Marcela. Universite de Toulose - Le Mirail. Centre d’Etudes Spatiales de la BIOsphère; FranciaFil: Cara, Cosmin. CS Romania S.A.; RumaniaFil: Dedieu, Gérard. Universite de Toulose - Le Mirail. Centre d’Etudes Spatiales de la BIOsphère; FranciaFil: Guzzonato, Eric. CS Systèmes d’Information; FranciaFil: Hagolle, Olivier. Universite de Toulose - Le Mirail. Centre d’Etudes Spatiales de la BIOsphère; FranciaFil: Inglada, Jordi. Universite de Toulose - Le Mirail. Centre d’Etudes Spatiales de la BIOsphère; FranciaFil: Matton, Nicolas. Université Catholique de Louvain. Earth and Life Institute; BélgicaFil: Morin, David. Universite de Toulose - Le Mirail. Centre d’Etudes Spatiales de la BIOsphère; FranciaFil: Popescu, Ramona. CS Romania S.A.; RumaniaFil: Rabaute, Thierry. CS Systèmes d’Information; FranciaFil: Savinaud, Mickael. CS Systèmes d’Information; FranciaFil: Sepulcre, Guadalupe. Université Catholique de Louvain. Earth and Life Institute; BélgicaFil: Valero, Silvia. Universite de Toulose - Le Mirail. Centre d’Etudes Spatiales de la BIOsphère; FranciaFil: Ahmad, Ijaz. Pakistan Space and Upper Atmosphere Research Commission. Space Applications Research Complex. National Agriculture Information Center Directorate; PakistánFil: Bégué, Agnès. Centre de Coopération Internationale en Recherche Agronomique pour le Développerment; FranciaFil: Wu, Bingfang. Chinese Academy of Sciences. Institute of Remote Sensing and Digital Earth; República de ChinaFil: De Abelleyra, Diego. Instituto Nacional de Tecnología Agropecuaria (INTA). Instituto de Clima y Agua; ArgentinaFil: Diarra, Alhousseine. Université Cadi Ayyad. Faculté des Sciences Semlalia; MarruecosFil: Dupuy, Stéphane. Centre de Coopération Internationale en Recherche Agronomique pour le Développerment; FranciaFil: French, Andrew. United States Department of Agriculture. Agricultural Research Service. Arid Land Agricultural Research Center; ArgentinaFil: Akhtar, Ibrar ul Hassan. Pakistan Space and Upper Atmosphere Research Commission. Space Applications Research Complex. National Agriculture Information Center Directorate; PakistánFil: Kussul, Nataliia. National Academy of Sciences of Ukraine. Space Research Institute and State Space Agency of Ukraine; UcraniaFil: Lebourgeois, Valentine. Centre de Coopération Internationale en Recherche Agronomique pour le Développerment; FranciaFil: Le Page, Michel. Université Cadi Ayyad. Faculté des Sciences Semlalia. Laboratoire Mixte International TREMA; Marruecos. Universite de Toulose - Le Mirail. Centre d’Etudes Spatiales de la BIOsphère; FranciaFil: Newby, Terrence. Agricultural Research Council; SudáfricaFil: Savin, Igor. V.V. Dokuchaev Soil Science Institute; RusiaFil: Verón, Santiago Ramón. Instituto Nacional de Tecnología Agropecuaria (INTA). Instituto de Clima y Agua; ArgentinaFil: Koetz, Benjamin. European Space Agency. European Space Research Institute; ItaliaFil: Defourny, Pierre. Université Catholique de Louvain. Earth and Life Institute; BélgicaMDPI2019-07-18T13:22:08Z2019-07-18T13:22:08Z2015-12info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_6501info:ar-repo/semantics/articuloapplication/pdfhttps://www.mdpi.com/2072-4292/7/12/15815http://hdl.handle.net/20.500.12123/55242072-4292https://doi.org/10.3390/rs71215815Remote Sensing 7 (12) : 16062-16090 (December 2015)reponame:INTA Digital (INTA)instname:Instituto Nacional de Tecnología Agropecuariaenginfo:eu-repo/semantics/openAccesshttp://creativecommons.org/licenses/by-nc-sa/4.0/Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0)2025-09-29T13:44:43Zoai:localhost:20.500.12123/5524instacron:INTAInstitucionalhttp://repositorio.inta.gob.ar/Organismo científico-tecnológicoNo correspondehttp://repositorio.inta.gob.ar/oai/requesttripaldi.nicolas@inta.gob.arArgentinaNo correspondeNo correspondeNo correspondeopendoar:l2025-09-29 13:44:43.511INTA Digital (INTA) - Instituto Nacional de Tecnología Agropecuariafalse |
dc.title.none.fl_str_mv |
Building a Data Set over 12 Globally Distributed Sites to Support the Development of Agriculture Monitoring Applications with Sentinel-2 |
title |
Building a Data Set over 12 Globally Distributed Sites to Support the Development of Agriculture Monitoring Applications with Sentinel-2 |
spellingShingle |
Building a Data Set over 12 Globally Distributed Sites to Support the Development of Agriculture Monitoring Applications with Sentinel-2 Bontemps, Sophie Imágenes por Satélites Agricultura Sensores Vigilancia Satellite Imagery Agriculture Sensors Monitoring Sensores Remotos Sentinel-2 Landsat 8 SPOT4 |
title_short |
Building a Data Set over 12 Globally Distributed Sites to Support the Development of Agriculture Monitoring Applications with Sentinel-2 |
title_full |
Building a Data Set over 12 Globally Distributed Sites to Support the Development of Agriculture Monitoring Applications with Sentinel-2 |
title_fullStr |
Building a Data Set over 12 Globally Distributed Sites to Support the Development of Agriculture Monitoring Applications with Sentinel-2 |
title_full_unstemmed |
Building a Data Set over 12 Globally Distributed Sites to Support the Development of Agriculture Monitoring Applications with Sentinel-2 |
title_sort |
Building a Data Set over 12 Globally Distributed Sites to Support the Development of Agriculture Monitoring Applications with Sentinel-2 |
dc.creator.none.fl_str_mv |
Bontemps, Sophie Arias, Marcela Cara, Cosmin Dedieu, Gérard Guzzonato, Eric Hagolle, Olivier Inglada, Jordi Matton, Nicolas Morin, David Popescu, Ramona Rabaute, Thierry Savinaud, Mickael Sepulcre, Guadalupe Valero, Silvia Ahmad, Ijaz Bégué, Agnès Wu, Bingfang De Abelleyra, Diego Diarra, Alhousseine Dupuy, Stéphane French, Andrew Akhtar, Ibrar ul Hassan Kussul, Nataliia Lebourgeois, Valentine Le Page, Michel Newby, Terrence Savin, Igor Veron, Santiago Ramón Koetz, Benjamin Defourny, Pierre |
author |
Bontemps, Sophie |
author_facet |
Bontemps, Sophie Arias, Marcela Cara, Cosmin Dedieu, Gérard Guzzonato, Eric Hagolle, Olivier Inglada, Jordi Matton, Nicolas Morin, David Popescu, Ramona Rabaute, Thierry Savinaud, Mickael Sepulcre, Guadalupe Valero, Silvia Ahmad, Ijaz Bégué, Agnès Wu, Bingfang De Abelleyra, Diego Diarra, Alhousseine Dupuy, Stéphane French, Andrew Akhtar, Ibrar ul Hassan Kussul, Nataliia Lebourgeois, Valentine Le Page, Michel Newby, Terrence Savin, Igor Veron, Santiago Ramón Koetz, Benjamin Defourny, Pierre |
author_role |
author |
author2 |
Arias, Marcela Cara, Cosmin Dedieu, Gérard Guzzonato, Eric Hagolle, Olivier Inglada, Jordi Matton, Nicolas Morin, David Popescu, Ramona Rabaute, Thierry Savinaud, Mickael Sepulcre, Guadalupe Valero, Silvia Ahmad, Ijaz Bégué, Agnès Wu, Bingfang De Abelleyra, Diego Diarra, Alhousseine Dupuy, Stéphane French, Andrew Akhtar, Ibrar ul Hassan Kussul, Nataliia Lebourgeois, Valentine Le Page, Michel Newby, Terrence Savin, Igor Veron, Santiago Ramón Koetz, Benjamin Defourny, Pierre |
author2_role |
author author author author author author author author author author author author author author author author author author author author author author author author author author author author author |
dc.subject.none.fl_str_mv |
Imágenes por Satélites Agricultura Sensores Vigilancia Satellite Imagery Agriculture Sensors Monitoring Sensores Remotos Sentinel-2 Landsat 8 SPOT4 |
topic |
Imágenes por Satélites Agricultura Sensores Vigilancia Satellite Imagery Agriculture Sensors Monitoring Sensores Remotos Sentinel-2 Landsat 8 SPOT4 |
dc.description.none.fl_txt_mv |
Developing better agricultural monitoring capabilities based on Earth Observation data is critical for strengthening food production information and market transparency. The Sentinel-2 mission has the optimal capacity for regional to global agriculture monitoring in terms of resolution (10–20 meter), revisit frequency (five days) and coverage (global). In this context, the European Space Agency launched in 2014 the “Sentinel2 for Agriculture” project, which aims to prepare the exploitation of Sentinel-2 data for agriculture monitoring through the development of open source processing chains for relevant products. The project generated an unprecedented data set, made of “Sentinel-2 like” time series and in situ data acquired in 2013 over 12 globally distributed sites. Earth Observation time series were mostly built on the SPOT4 (Take 5) data set, which was specifically designed to simulate Sentinel-2. They also included Landsat 8 and RapidEye imagery as complementary data sources. Images were pre-processed to Level 2A and the quality of the resulting time series was assessed. In situ data about cropland, crop type and biophysical variables were shared by site managers, most of them belonging to the “Joint Experiment for Crop Assessment and Monitoring” network. This data set allowed testing and comparing across sites the methodologies that will be at the core of the future “Sentinel2 for Agriculture” system. Instituto de Clima y Agua Fil: Bontemps, Sophie. Université Catholique de Louvain. Earth and Life Institute; Bélgica Fil: Arias, Marcela. Universite de Toulose - Le Mirail. Centre d’Etudes Spatiales de la BIOsphère; Francia Fil: Cara, Cosmin. CS Romania S.A.; Rumania Fil: Dedieu, Gérard. Universite de Toulose - Le Mirail. Centre d’Etudes Spatiales de la BIOsphère; Francia Fil: Guzzonato, Eric. CS Systèmes d’Information; Francia Fil: Hagolle, Olivier. Universite de Toulose - Le Mirail. Centre d’Etudes Spatiales de la BIOsphère; Francia Fil: Inglada, Jordi. Universite de Toulose - Le Mirail. Centre d’Etudes Spatiales de la BIOsphère; Francia Fil: Matton, Nicolas. Université Catholique de Louvain. Earth and Life Institute; Bélgica Fil: Morin, David. Universite de Toulose - Le Mirail. Centre d’Etudes Spatiales de la BIOsphère; Francia Fil: Popescu, Ramona. CS Romania S.A.; Rumania Fil: Rabaute, Thierry. CS Systèmes d’Information; Francia Fil: Savinaud, Mickael. CS Systèmes d’Information; Francia Fil: Sepulcre, Guadalupe. Université Catholique de Louvain. Earth and Life Institute; Bélgica Fil: Valero, Silvia. Universite de Toulose - Le Mirail. Centre d’Etudes Spatiales de la BIOsphère; Francia Fil: Ahmad, Ijaz. Pakistan Space and Upper Atmosphere Research Commission. Space Applications Research Complex. National Agriculture Information Center Directorate; Pakistán Fil: Bégué, Agnès. Centre de Coopération Internationale en Recherche Agronomique pour le Développerment; Francia Fil: Wu, Bingfang. Chinese Academy of Sciences. Institute of Remote Sensing and Digital Earth; República de China Fil: De Abelleyra, Diego. Instituto Nacional de Tecnología Agropecuaria (INTA). Instituto de Clima y Agua; Argentina Fil: Diarra, Alhousseine. Université Cadi Ayyad. Faculté des Sciences Semlalia; Marruecos Fil: Dupuy, Stéphane. Centre de Coopération Internationale en Recherche Agronomique pour le Développerment; Francia Fil: French, Andrew. United States Department of Agriculture. Agricultural Research Service. Arid Land Agricultural Research Center; Argentina Fil: Akhtar, Ibrar ul Hassan. Pakistan Space and Upper Atmosphere Research Commission. Space Applications Research Complex. National Agriculture Information Center Directorate; Pakistán Fil: Kussul, Nataliia. National Academy of Sciences of Ukraine. Space Research Institute and State Space Agency of Ukraine; Ucrania Fil: Lebourgeois, Valentine. Centre de Coopération Internationale en Recherche Agronomique pour le Développerment; Francia Fil: Le Page, Michel. Université Cadi Ayyad. Faculté des Sciences Semlalia. Laboratoire Mixte International TREMA; Marruecos. Universite de Toulose - Le Mirail. Centre d’Etudes Spatiales de la BIOsphère; Francia Fil: Newby, Terrence. Agricultural Research Council; Sudáfrica Fil: Savin, Igor. V.V. Dokuchaev Soil Science Institute; Rusia Fil: Verón, Santiago Ramón. Instituto Nacional de Tecnología Agropecuaria (INTA). Instituto de Clima y Agua; Argentina Fil: Koetz, Benjamin. European Space Agency. European Space Research Institute; Italia Fil: Defourny, Pierre. Université Catholique de Louvain. Earth and Life Institute; Bélgica |
description |
Developing better agricultural monitoring capabilities based on Earth Observation data is critical for strengthening food production information and market transparency. The Sentinel-2 mission has the optimal capacity for regional to global agriculture monitoring in terms of resolution (10–20 meter), revisit frequency (five days) and coverage (global). In this context, the European Space Agency launched in 2014 the “Sentinel2 for Agriculture” project, which aims to prepare the exploitation of Sentinel-2 data for agriculture monitoring through the development of open source processing chains for relevant products. The project generated an unprecedented data set, made of “Sentinel-2 like” time series and in situ data acquired in 2013 over 12 globally distributed sites. Earth Observation time series were mostly built on the SPOT4 (Take 5) data set, which was specifically designed to simulate Sentinel-2. They also included Landsat 8 and RapidEye imagery as complementary data sources. Images were pre-processed to Level 2A and the quality of the resulting time series was assessed. In situ data about cropland, crop type and biophysical variables were shared by site managers, most of them belonging to the “Joint Experiment for Crop Assessment and Monitoring” network. This data set allowed testing and comparing across sites the methodologies that will be at the core of the future “Sentinel2 for Agriculture” system. |
publishDate |
2015 |
dc.date.none.fl_str_mv |
2015-12 2019-07-18T13:22:08Z 2019-07-18T13:22:08Z |
dc.type.none.fl_str_mv |
info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion http://purl.org/coar/resource_type/c_6501 info:ar-repo/semantics/articulo |
format |
article |
status_str |
publishedVersion |
dc.identifier.none.fl_str_mv |
https://www.mdpi.com/2072-4292/7/12/15815 http://hdl.handle.net/20.500.12123/5524 2072-4292 https://doi.org/10.3390/rs71215815 |
url |
https://www.mdpi.com/2072-4292/7/12/15815 http://hdl.handle.net/20.500.12123/5524 https://doi.org/10.3390/rs71215815 |
identifier_str_mv |
2072-4292 |
dc.language.none.fl_str_mv |
eng |
language |
eng |
dc.rights.none.fl_str_mv |
info:eu-repo/semantics/openAccess http://creativecommons.org/licenses/by-nc-sa/4.0/ Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0) |
eu_rights_str_mv |
openAccess |
rights_invalid_str_mv |
http://creativecommons.org/licenses/by-nc-sa/4.0/ Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0) |
dc.format.none.fl_str_mv |
application/pdf |
dc.publisher.none.fl_str_mv |
MDPI |
publisher.none.fl_str_mv |
MDPI |
dc.source.none.fl_str_mv |
Remote Sensing 7 (12) : 16062-16090 (December 2015) reponame:INTA Digital (INTA) instname:Instituto Nacional de Tecnología Agropecuaria |
reponame_str |
INTA Digital (INTA) |
collection |
INTA Digital (INTA) |
instname_str |
Instituto Nacional de Tecnología Agropecuaria |
repository.name.fl_str_mv |
INTA Digital (INTA) - Instituto Nacional de Tecnología Agropecuaria |
repository.mail.fl_str_mv |
tripaldi.nicolas@inta.gob.ar |
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12.559606 |