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REC SIGNED

Root zone soil moisture Estimates at the daily and agricultural parcel scales for Crop irrigation management and water use impact – a multi-sensor remote sensing approach

Total Cost €

EC-Contrib. €

Partnership

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Outcomes and
results

REC project word cloud

Explore the words cloud of the REC project. It provides you a very rough idea of what is the project "REC" about.

proposes methodology radiometers infiltration scarcity temperature efficiency map solution irrigation rec pressure root evaporation crop stress 2012 sensing uses time basis innovative agriculture quantitatively techniques report surface soil microwave estimates water monitoring near interface adjusting atmosphere moisture components provides modern situ nowadays transpiration farm zone parcel broad fluxes rely mediterranean budget algorithm retrieved sustainable daily generally drought coupling extended model first readily trigger 80 representative becomes point drainage remote radars land representing consumptive onset eea season themes detect relies data countries footprint agencies

Project "REC" data sheet

The following table provides information about the project.

Coordinator	ISARDSAT SL Organization address address: CONGRES 49 51 city: Barcelona postcode: 8031 website: n.a. contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.
Coordinator Country	Spain [ES]
Project website	http://rec.isardsat.com/
Total cost	895˙500 €
EC max contribution	895˙500 € (100%)
Programme	1. H2020-EU.1.3.3. (Stimulating innovation by means of cross-fertilisation of knowledge)
Code Call	H2020-MSCA-RISE-2014
Funding Scheme	MSCA-RISE
Starting year	2015
Duration (year-month-day)	from 2015-03-01 to 2019-02-28

Partnership

Take a look of project's partnership.

#	participants	country	role	EC contrib. [€]
1	ISARDSAT SL ISARDSAT SL Organization address address: CONGRES 49 51 city: Barcelona postcode: 8031 website: n.a. contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	ES (Barcelona)	coordinator	387˙000.00
2	UNIVERSITE PAUL SABATIER TOULOUSE III UNIVERSITE PAUL SABATIER TOULOUSE III Organization address address: ROUTE DE NARBONNE 118 city: TOULOUSE CEDEX 9 postcode: 31062 website: www.ups-tlse.fr contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	FR (TOULOUSE CEDEX 9)	participant	274˙500.00
3	CENTRO DE ASESORIA DOCTOR FERRER SL CENTRO DE ASESORIA DOCTOR FERRER SL Organization address address: CALLE FERRAN EL CATOLICO 3 city: CERVERA LLEIDA postcode: 25200 website: www.lab-ferrer.com contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	ES (CERVERA LLEIDA)	participant	180˙000.00
4	INSTITUT DE RECHERCHE POUR LE DEVELOPPEMENT INSTITUT DE RECHERCHE POUR LE DEVELOPPEMENT Organization address address: BOULEVARD DE DUNKERQUE 44 CS 90009 city: MARSEILLE postcode: 13572 website: www.ird.fr contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	FR (MARSEILLE)	participant	54˙000.00
5	UNIVERSITE CADI AYYAD UNIVERSITE CADI AYYAD Organization address address: BOULEVARD ABDELKARIM KHATTABI city: MARRAKECH postcode: 40 000 website: http://www.ucam.ac.ma/ contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	MA (MARRAKECH)	partner	0.00

Map

Project objective

Sustainable water use is a growing concern in Europe. Nowadays, agriculture is an important pressure on water resources especially in Mediterranean countries where irrigation can represent up to 80% of the consumptive uses of water. Increasing water use efficiency in agriculture has been thus identified as one of the key themes relating to water scarcity and drought (EEA Report No 1/2012). It now becomes necessary to improve on-farm irrigation management by adjusting irrigation to crop water requirements along the growing season.

Modern irrigation agencies rely on in situ root zone soil moisture measurements to detect the onset of crop water stress and to trigger irrigation. However, in situ point measurements are generally not available over extended areas and may not be representative at the field scale. If remote sensing provides cost-effective techniques for monitoring broad areas, there is currently no algorithm dedicated to root zone soil moisture monitoring at the parcel scale.

REC proposes a solution to the need of root-zone soil moisture at the crop scale for irrigation management. It is based on an innovative operational algorithm that will allow for the first time to: 1) to map root zone soil moisture on a daily basis at the field scale and 2) to quantitatively evaluate the different components of the water budget at the field scale from readily available remote sensing data.

The methodology relies on the coupling between a surface model representing the water fluxes at the land surface atmosphere interface (infiltration, evaporation, transpiration) and in the soil (drainage), and remote sensing data composed of land surface temperature, and near-surface soil moisture retrieved from microwave radiometers and radars.

These estimates will be integrated in an irrigation management system that will be used to trigger irrigation. In addition, these estimates will allow making an impact assessment of the consumptive use of water and water footprint.

Deliverables

List of deliverables.
\'mass\' media releases	Websites, patent fillings, videos etc.	2019-08-06 18:17:16
Project Open Days	Websites, patent fillings, videos etc.	2019-08-06 18:17:16
Training Material	Other	2019-08-06 18:17:16
Water Use Assessment	Documents, reports	2019-08-06 18:17:16
Ecosystem Services Assessment	Documents, reports	2019-08-06 18:17:16
webinars and short videos	Websites, patent fillings, videos etc.	2019-08-06 18:17:16
Articles and presentations	Websites, patent fillings, videos etc.	2019-08-06 18:17:16
International Final WS	Websites, patent fillings, videos etc.	2019-08-06 18:17:16
Initial User Workshop	Other	2019-08-06 18:17:15
Web Page	Websites, patent fillings, videos etc.	2019-08-06 18:17:15
State of Art	Documents, reports	2019-08-06 18:17:15

Take a look to the deliverables list in detail: detailed list of REC deliverables.

Publications

List of publications.
year	authors and title	journal	last update
2018	Houda Nassah, Salah Er-Raki, Said Khabba, Younes Fakir, Fatima Raibi, Olivier Merlin, Bernard Mougenot Evaluation and analysis of deep percolation losses of drip irrigated citrus crops under non-saline and saline conditions in a semi-arid area published pages: 10-24, ISSN: 1537-5110, DOI: 10.1016/j.biosystemseng.2017.10.017	Biosystems Engineering 165	2019-08-06
2019	Abdelhakim Amazirh, Olivier Merlin, Salah Er-Raki Including Sentinel-1 radar data to improve the disaggregation of MODIS land surface temperature data published pages: 11-26, ISSN: 0924-2716, DOI: 10.1016/j.isprsjprs.2019.02.004	ISPRS Journal of Photogrammetry and Remote Sensing 150	2019-08-06
2017	Y. MalbÃ©teau, O. Merlin, S. Gascoin, J.P. Gastellu, C. Mattar, L. Olivera-Guerra, S. Khabba, L. Jarlan Normalizing land surface temperature data for elevation and illumination effects in mountainous areas: A case study using ASTER data over a steep-sided valley in Morocco published pages: 25-39, ISSN: 0034-4257, DOI: 10.1016/j.rse.2016.11.010	Remote Sensing of Environment 189	2019-08-06
2016	O. Merlin, V. G. Stefan, A. Amazirh, A. Chanzy, E. Ceschia, S. Er-Raki, P. Gentine, T. Tallec, J. Ezzahar, S. Bircher, J. Beringer, S. Khabba Modeling soil evaporation efficiency in a range of soil and atmospheric conditions using a meta-analysis approach published pages: 3663-3684, ISSN: 0043-1397, DOI: 10.1002/2015wr018233	Water Resources Research 52/5	2019-08-06
2018	Abdelhakim Amazirh, Olivier Merlin, Salah Er-Raki, Qi Gao, Vincent Rivalland, Yoann Malbeteau, Said Khabba, Maria JosÃ© Escorihuela Retrieving surface soil moisture at high spatio-temporal resolution from a synergy between Sentinel-1 radar and Landsat thermal data: A study case over bare soil published pages: 321-337, ISSN: 0034-4257, DOI: 10.1016/j.rse.2018.04.013	Remote Sensing of Environment 211	2019-08-06
2019	Zoubair Rafi, Olivier Merlin, ValÃ©rie Le Dantec, SaÃ¯d Khabba, Patrick Mordelet, Salah Er-Raki, Abdelhakim Amazirh, Luis Olivera-Guerra, Bouchra Ait Hssaine, Vincent Simonneaux, Jamal Ezzahar, Francesc Ferrer Partitioning evapotranspiration of a drip-irrigated wheat crop: Inter-comparing eddy covariance-, sap flow-, lysimeter- and FAO-based methods published pages: 310-326, ISSN: 0168-1923, DOI: 10.1016/j.agrformet.2018.11.031	Agricultural and Forest Meteorology 265	2019-08-06
2017	Omar Ali Eweys, Maria JosÃ© Escorihuela, Josep M. Villar, Salah Er-Raki, Abdelhakim Amazirh, Luis Olivera, Lionel Jarlan, SaÃ¯d Khabba, Olivier Merlin Disaggregation of SMOS Soil Moisture to 100 m Resolution Using MODIS Optical/Thermal and Sentinel-1 Radar Data: Evaluation over a Bare Soil Site in Morocco published pages: 1155, ISSN: 2072-4292, DOI: 10.3390/rs9111155	Remote Sensing 9/11	2019-08-06
2017	Qi Gao, Mehrez Zribi, Maria Escorihuela, Nicolas Baghdadi Synergetic Use of Sentinel-1 and Sentinel-2 Data for Soil Moisture Mapping at 100 m Resolution published pages: 1966, ISSN: 1424-8220, DOI: 10.3390/s17091966	Sensors 17/9	2019-08-06
2018	Luis Olivera-Guerra, Olivier Merlin, Salah Er-Raki, SaÃ¯d Khabba, Maria Jose Escorihuela Estimating the water budget components of irrigated crops: Combining the FAO-56 dual crop coefficient with surface temperature and vegetation index data published pages: 120-131, ISSN: 0378-3774, DOI: 10.1016/j.agwat.2018.06.014	Agricultural Water Management 208	2019-08-06
2016	Maria Jose Escorihuela, Pere Quintana-SeguÃ Comparison of remote sensing and simulated soil moisture datasets in Mediterranean landscapes published pages: 99-114, ISSN: 0034-4257, DOI: 10.1016/j.rse.2016.02.046	Remote Sensing of Environment 180	2019-08-06
2018	Qi Gao, Mehrez Zribi, Maria Escorihuela, Nicolas Baghdadi, Pere Segui Irrigation Mapping Using Sentinel-1 Time Series at Field Scale published pages: 1495, ISSN: 2072-4292, DOI: 10.3390/rs10091495	Remote Sensing 10/9	2019-08-06
2018	Mireia Fontanet, Daniel FernÃ ndez-Garcia, Francesc Ferrer The value of satellite remote sensing soil moisture data and the DISPATCH algorithm in irrigation fields published pages: 5889-5900, ISSN: 1607-7938, DOI: 10.5194/hess-22-5889-2018	Hydrology and Earth System Sciences 22/11	2019-08-06
2018	Bouchra Hssaine, Jamal Ezzahar, Lionel Jarlan, Olivier Merlin, Said Khabba, Aurore Brut, Salah Er-Raki, Jamal Elfarkh, Bernard Cappelaere, Ghani Chehbouni Combining a Two Source Energy Balance Model Driven by MODIS and MSG-SEVIRI Products with an Aggregation Approach to Estimate Turbulent Fluxes over Sparse and Heterogeneous Vegetation in Sahel Region (Niger) published pages: 974, ISSN: 2072-4292, DOI: 10.3390/rs10060974	Remote Sensing 10/6	2019-08-06
2018	Olivier Merlin, Luis Olivera-Guerra, Bouchra AÃ¯t Hssaine, Abdelhakim Amazirh, Zoubair Rafi, Jamal Ezzahar, Pierre Gentine, Said Khabba, Simon Gascoin, Salah Er-Raki A phenomenological model of soil evaporative efficiency using surface soil moisture and temperature data published pages: 501-515, ISSN: 0168-1923, DOI: 10.1016/j.agrformet.2018.04.010	Agricultural and Forest Meteorology 256-257	2019-08-06
2017	Jian Peng, Alexander Loew, Olivier Merlin, Niko E. C. Verhoest A review of spatial downscaling of satellite remotely sensed soil moisture published pages: 341-366, ISSN: 8755-1209, DOI: 10.1002/2016rg000543	Reviews of Geophysics 55/2	2019-08-06
2017	A. Diarra, L. Jarlan, S. Er-Raki, M. Le Page, G. Aouade, A. Tavernier, G. Boulet, J. Ezzahar, O. Merlin, S. Khabba Performance of the two-source energy budget (TSEB) model for the monitoring of evapotranspiration over irrigated annual crops in North Africa published pages: 71-88, ISSN: 0378-3774, DOI: 10.1016/j.agwat.2017.08.007	Agricultural Water Management 193	2019-08-06
2017	Abdelhakim Amazirh, Salah Er-Raki, Abdelghani Chehbouni, Vincent Rivalland, Alhousseine Diarra, Said Khabba, Jamal Ezzahar, Olivier Merlin Modified Penmanâ€“Monteith equation for monitoring evapotranspiration of wheat crop: Relationship between the surface resistance and remotely sensed stress index published pages: 68-84, ISSN: 1537-5110, DOI: 10.1016/j.biosystemseng.2017.09.015	Biosystems Engineering 164	2019-08-06
2018	Y. MalbÃ©teau, O. Merlin, G. Balsamo, S. Er-Raki, S. Khabba, J. P. Walker, L. Jarlan Toward a Surface Soil Moisture Product at High Spatiotemporal Resolution: Temporally Interpolated, Spatially Disaggregated SMOS Data published pages: 183-200, ISSN: 1525-755X, DOI: 10.1175/jhm-d-16-0280.1	Journal of Hydrometeorology 19/1	2019-08-06
2018	Bouchra Ait Hssaine, Olivier Merlin, Zoubair Rafi, Jamal Ezzahar, Lionel Jarlan, SaÃ¯d Khabba, Salah Er-Raki Calibrating an evapotranspiration model using radiometric surface temperature, vegetation cover fraction and near-surface soil moisture data published pages: 104-115, ISSN: 0168-1923, DOI: 10.1016/j.agrformet.2018.02.033	Agricultural and Forest Meteorology 256-257	2019-08-06
2017	A. Ayyoub, S. Er-Raki, S. Khabba, O. Merlin, J. Ezzahar, J.C. Rodriguez, A. Bahlaoui, A. Chehbouni A simple and alternative approach based on reference evapotranspiration and leaf area index for estimating tree transpiration in semi-arid regions published pages: 61-68, ISSN: 0378-3774, DOI: 10.1016/j.agwat.2017.04.005	Agricultural Water Management 188	2019-08-06

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