Sentinels Synergy for Agriculture

Informations projet

SENSAGRI

N° de convention de subvention: 730074

DOI

10.3030/730074

Projet clôturé

Date de signature de la CE 28 Octobre 2016

Date de début 1 Novembre 2016

Date de fin 31 Octobre 2019

Financé au titre de

• INDUSTRIAL LEADERSHIP - Leadership in enabling and industrial technologies – Space

Coût total

€ 1 854 757,50

Contribution de l’UE

€ 1 854 757,50

Coordonné par

UNIVERSITAT DE VALENCIA
Spain

CORDIS fournit des liens vers les livrables publics et les publications des projets HORIZON.

Les liens vers les livrables et les publications des projets du 7e PC, ainsi que les liens vers certains types de résultats spécifiques tels que les jeux de données et les logiciels, sont récupérés dynamiquement sur OpenAIRE .

Livrables

Other (7)

Initial SSM products over test sites in Europe

A set of processed images and maps obtained with the initial version of the SSM algorithm over test sites in Europe.

Final version of LAI products over test sites in Europe

A set of processed images and maps obtained with the final version of the green and brown LAI algorithm over test sites in Europe.

Initial LAI products over test sites in Europe

A set of processed images and maps obtained with the initial version of the green and brown LAI algorithm over test sites in Europe.

Dynamic crop map based on S1 & S2 time series

A set of dynamic crop maps over test sites in Europe, obtained from the synergistic combination of S1 and S2 images.

Crop maps over test sites for the added-value crop classification service. Year 2

Set of crop maps. for the second agricultural year of the project, over test sites in Europe, produced with the added-value crop classification service, including: - Detailed crop and other land use maps - Crop rotation maps - Seasonal crop classification of irrigated and rain-fed crop types

Crop maps over test sites for the added-value crop classification service. Year 1

Set of crop maps. for the first agricultural year of the project, over test sites in Europe, produced with the added-value crop classification service, including: - Detailed crop and other land use maps - Crop rotation maps - Seasonal crop classification of irrigated and rain-fed crop types

Final SSM products over test sites in Europe

A set of processed images and maps obtained with the final version of the SSM algorithm over test sites in Europe.

Documents, reports (43)

Final SSM Algorithm Theoretical Basis Document

Algorithm Theoretical Basis Document describing in detail the Soil Surface Moisture (SSM) processor, making a synergic use of S1 and S2

Final update of the Exploitation Plan beyond SENSAGRI

Report including the Exploitation Plan (EP) of the SENSAGRI services and products beyond the life of the project

SSM Algorithm Theoretical Basis Document

Algorithm Theoretical Basis Document describing in detail the Soil Surface Moisture (SSM) algorithm, which is intended to make a synergic use of S1 and S2

Final Seasonal Crop Mapping ATBD

Final version of the ATBD for the seasonal crop mapping prototype

White paper on crop classification strategies

This deliverable will include the accuracy assessment obtained in the Sensagri crop maps derived from different approaches based on the reference data (IACS data vs field data), thematic detailed (two levels of legend) and cost-benefit analyses.

Validation of Tilled Change Maps

Report on the validation of the Tilled Change Maps, including classification accuracy assessments for the maps produced in the four field test areas.

Synergy with Sentinel-3 to improve crop mapping algorithms

Report on the methodology and results of the use of Sentinel-3, combined with S-1 and S-2, to improve crop mapping algorithms

Synthesis of the user workshops

Report on the final users evaluation of the project outputs based on the workshops' information.

Report on the available ground data

Report on the availability, quality and usefulness of the detailed ground data acquired during past campaigns about land use, crop types (historical data), SSM, LAI, biomass and yield, for the main crops in the four test sites and surrounding areas

Second report on communication activities

Report summarizing the communication activities carried out during the second year of the project

Technical Report of Validation

Report summarizing the validation activities performed during the Project.

Report on the protocol and the temporal plan for the ground measurement campaigns
Final report on the achievements, conclusions and future directions of the Living lab

Final Report on the Living Lab process, summarizing the main achievements and conclusions of its implementation, as well as the its future directions based on the experience on the three alternative sites

Proof-of concept of tillage change product version 3

Second report on the description and results of the methodology for the tillage change proof-of concept product, complementary of the SSM service developed in WP 3.

First validation of Seasonal Crop Maps

First report on the validation of the Seasonal Crop Maps, including classification accuracy assessments for the maps produced in the four field test areas.

Final feasibilty analysis of SENSAGRI services

Final report summarizing the analysis of the operational feasibility of the SENSAGRI prototypes as Copernicus services, including the description of the maturity level, the associated calendar and the cost-benefit assessment.

Second validation of Irrigated and No-irrigated Maps

Second report on the validation of the Irrigated and No-irrigated Maps, including classification accuracy assessments for the maps produced in the four field test areas.

Second validation of Seasonal Crop Maps

First report on the validation of the Seasonal Crop Maps, including classification accuracy assessments for the maps produced in the four field test areas.

Software of the final operational LAI prototype

Software of the final operational LAI prototype exploiting S1&S2

First report on communication activities

Report summarizing the communication activities carried out during the first year of the project

First validation of Leaf Area Index Maps

First report on the validation of the Leaf Area Index Maps, including error and uncertainty estimates for the products obtained in the four field test areas.

Seasonal Crop Mapping ATBD

"Algorithm Theoretical Basis Document describing in detail the methodology for constructing a dynamic cropland mask. This mask will consist of a binary ""annual-cropland / no-annual-cropland"" map produced several times during the season."

Final operational LAI prototype exploiting S1&S2

Report detailing the final version of the architecture and functional description of the operational green and brown LAI prototype, based on the synergy of S1 and S2 data

Early crop maps from multiyear classification

Report on the results of the early crop maps production methodology from multiyear classification. This deliverable will include the possibility of producing a current year crop map basing on previous year data as a strategy to minimize or even eliminate the use of reference data.

First validation of Surface Soil Moisture Maps

First report on the validation of the Surface Soil Moisture Maps, including error and uncertainty estimates for the products obtained in the four field test areas.

Report on the site description and instrumentation used

Report describing in detail the sites of the intensive campaigns (France, Italy, Poland and Spain) and the available instrumentation and infrastructures.

Methods for biomass and yield products based on crop modelling version 3

Third report on the description and results of the methodology for enhancing the estimation of croplands production using the model SAFY-CO2, the LAI products (WP4) and S1 data

Report on the applicability of SENSAGRI services outside Europe
First validation of Irrigated and No-irrigated Maps

First report on the validation of the Irrigated and No-irrigated Maps, including classification accuracy assessments for the maps produced in the four field test areas.

Third report on communication activities

Report summarizing the communication activities carried out during the third year of the project

Final operational SSM prototype exploiting S1&S2

Report detailing the initial version of the architecture and functional description of the operational SSM prototype exploiting the synergy between Sentinel-1 and Sentinel-2

Airborne multispectral campaigns plan

Report on the protocol and the temporal plan for the airborne multispectral campaigns

Results of the airborne multispectral validation campaign

Validation of image and services products with airborne multispectral data

Proof-of concept of irrigated/not-irrigated area product version 3

Third report on the description and results of the methodology for the identification of irrigated areas at local and regional scales.

Methods for biomass and yield products based on crop modelling version 1

First report on the description and results of the methodology for enhancing the estimation of croplands production using the model SAFY-CO2, the LAI products (WP4) and S1 data

Final LAI Algorithm Theoretical Basis Document

Algorithm Theoretical Basis Document describing in detail the final operational green and brown Leaf Area Index (LAI) prototype, based on Sentinel-2 and Sentinel-1 data

Methodology for added-value crop classification service version 1

Report on the description and results of the methodology for the added-value crop classification service, based in the extensive use of training cases using data mining and machine learning techniques.

LAI Algorithm Theoretical Basis Document

Algorithm Theoretical Basis Document describing in detail the initial operational green and brown Leaf Area Index (LAI) prototype, based on Sentinel-2 data

First report on the Measured Data

First report on the measured data, including observations, quality checks, metadata, organization and incorporation to the project's repository.

Second validation of Leaf Area Index Maps

Second report on the validation of the Leaf Area Index Maps, including error and uncertainty estimates for the products obtained in the four field test areas.

Second validation of Surface Soil Moisture Maps

Second report on the validation of the Surface Soil Moisture Maps, including error and uncertainty estimates for the products obtained in the four field test areas.

Third report on the Measured Data

Third report on the measured data, including observations, quality checks, metadata, organization and incorporation to the project's repository.

Second report on the Measured Data

Second report on the measured data, including observations, quality checks, metadata, organization and incorporation to the project's repository.

Demonstrators, pilots, prototypes (3)

Software of the final operational SSM prototype exploiting S1&S2
Final implementation of data repository

Final version of the infrastructure (hardware and software) of the Data Repository, including the architecture to store and query time series of data and the data engine for raster and vector data .

Initial implementation of data repository

First version of the infrastructure (hardware and software) of the Data Repository, including the architecture to store and query time series of data and the data engine for raster and vector data

Publications

Conference proceedings (6)

Sentinel-1 & Sentinel-2 Data for Soil Tillage Change Detection

Auteurs: G. Satalino, F. Mattia, A. Balenzano, F. P. Lovergine, M. Rinaldi, A. P. De Santis, S. Ruggieri, D. A. Nafria Garcia, V. Paredes Gomez, E. Ceschia, M. Planells, T. Le Toan, A. Ruiz, J.F. Moreno
Publié dans: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 6627-6630, ISBN 978-1-5386-7150-4
Éditeur: IEEE
DOI: 10.1109/igarss.2018.8519103

Sentinel-1 & Sentinel-2 for SOIL Moisture Retrieval at Field Scale

Auteurs: F. Mattia, A. Balenzano, G. Satalino, F. Lovergine, J. Peng, U. Wegmuller, O. Cartus, M. W J. Davidson, S. Kim, J. Johnson, J. Walker, X Wu, V.R.N Pauwels, H. McNairn, T. Caldwell, M. Cosh, T. Jackson
Publié dans: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 6143-6146, ISBN 978-1-5386-7150-4
Éditeur: IEEE
DOI: 10.1109/igarss.2018.8518170

Accuracy Assessment of a 122 Classes Land Cover Map Based on Sentinel-2, Landsat 8 and Deimos-1 Images and Ancillary Data

Auteurs: Vanessa Paredes Gomez, Vicente Del Blanco Medina, Jose L. Bengoa, David A. Nafria Garcia
Publié dans: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 5453-5456, ISBN 978-1-5386-7150-4
Éditeur: IEEE
DOI: 10.1109/igarss.2018.8519262

The Sensagri Sentinel-2 Lai Green and Brown Product: from Algorithm Development Towards Operational Mapping

Auteurs: E. Amin, J. Verrelst, J.P. Rivera-Caicedo, N. Pasqualotto, J. Delegido, A. Ruiz Verdu, J. Moreno
Publié dans: IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018, Page(s) 1822-1825, ISBN 978-1-5386-7150-4
Éditeur: IEEE
DOI: 10.1109/igarss.2018.8518938

Sentinel’s Classifier Fusion System for Seasonal Crop Mapping

Auteurs: S. Valero, L. Arnaud, M. Planells, E. Ceschia, G. Dedieu
Publié dans: IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019, Page(s) 6243-6246, ISBN 978-1-5386-9154-0
Éditeur: IEEE
DOI: 10.1109/igarss.2019.8898011

Sensitivity of Sentinel-1 Interferometric Coherence to Crop Structure and Soil Moisture

Auteurs: Davide Palmisano, Oliver Cartus, Urs Wegmuller, Giuseppe Satalino, Anna Balenzano, Fabio Bovenga, Francesco Mattia, Michele Rinaldi, Sergio Ruggieri, Henning Skriver, Malcolm W.J. Davidson
Publié dans: IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019, Page(s) 6219-6222, ISBN 978-1-5386-9154-0
Éditeur: IEEE
DOI: 10.1109/igarss.2019.8899164

Other (1)

A new detailed crop and natural land map

Auteurs: D. A. Nafría, V. del Blanco, V. Paredes, Ó. O. Rodríguez and J. L. Bengoa
Publié dans: The Ever-Growing Use of Copernicus across Europe’s Regions -A selection of 99 user stories by local and regional authorities-, Numéro November 2018, 2018
Éditeur: EC, ESA, NEREUS

Non-peer reviewed articles (1)

Sentinels Synergy for Agriculture - SENSAGRI - ERC

Auteurs: José F. Moreno, Antonio Ruiz Verdœ
Publié dans: Impact, Numéro 2018/8, 2018, Page(s) 21-23, ISSN 2398-7073
Éditeur: Science Impact Ltd
DOI: 10.21820/23987073.2018.8.21

Peer reviewed articles (2)

Measurement of leaf lamina moisture with a low-cost electrical humidity sensor: case study on a wheat water-mutant

Auteurs: Agata Rascio, Michele Rinaldi, Giuditta De Santis, Nicola Pecchioni, Gabriele Palazzo, Nicola Palazzo
Publié dans: BMC Plant Biology, Numéro 19/1, 2019, ISSN 1471-2229
Éditeur: BioMed Central
DOI: 10.1186/s12870-019-1987-4

Multi-Crop Green LAI Estimation with a New Simple Sentinel-2 LAI Index (SeLI)

Auteurs: Nieves Pasqualotto, Jesús Delegido, Shari Van Wittenberghe, Michele Rinaldi, José Moreno
Publié dans: Sensors, Numéro 19/4, 2019, Page(s) 904, ISSN 1424-8220
Éditeur: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s19040904