G. Aouade, J. Ezzahar, N. Amenzou, S. Er-raki, A. Benkaddour et al., Combining stable isotopes and micrometeorological measurements for partitioning evapotranspiration of winter wheat into soil evaporation and plant transpiration in a semi-arid region, Agr. Water Manage, vol.177, pp.181-192, 1999.

P. Béziat, V. Rivalland, T. Tallec, N. Jarosz, G. Boulet et al., Evaluation of a simple approach for crop evapotranspiration partitioning and analysis of the water budget distribution for several crop species, Agr. Forest Meteorol, vol.177, pp.46-56, 2013.

E. M. Blyth and R. J. Harding, Application of aggregation models to surface heat flux from the Sahelian tiger bush, Agr. Forest Meteorol, vol.72, pp.213-235, 1995.

E. M. Blyth, R. J. Harding, and R. Essery, A coupled dual source GCM SVAT, Hydrol. Earth Syst. Sci, vol.3, pp.71-84, 1999.
URL : https://hal.archives-ouvertes.fr/hal-00304483

A. Boone, J. Calvet, and J. Noilhan, Inclusion of a third soil layer in a land surface scheme using the force-restore method, J. Appl. Meteorol, vol.38, pp.1611-1630, 1999.
URL : https://hal.archives-ouvertes.fr/hal-02269589

A. Boone, P. De-rosnay, G. Balsamo, A. Beljaars, F. Chopin et al., The amma land surface model intercomparison project (almip, B. Am. Meteorol. Soc, vol.90, pp.1865-1880, 2009.
URL : https://hal.archives-ouvertes.fr/hal-02269587

A. Boone, P. Samuelsson, S. Gollvik, A. Napoly, L. Jarlan et al., The interactions between soil-biosphere-atmosphere land surface model with a multi-energy balance (ISBA-MEB) option in SURFEXv8 -Part 1: Model description, Geosci. Model Dev, vol.10, pp.843-872, 2017.
URL : https://hal.archives-ouvertes.fr/hal-02127429

G. Boulet, A. Chehbouni, I. Braud, and M. Vauclin, Mosaic versus dual source approaches for modelling the surface energy balance of a semi-arid land, Hydrol. Earth Syst. Sci, vol.3, pp.247-258, 1999.
URL : https://hal.archives-ouvertes.fr/hal-00330825

G. Boulet, A. Chehbouni, P. Gentine, B. Duchemin, J. Ezzahar et al., Monitoring water stress using time series of observed to unstressed surface temperature difference, Agr. Forest Meteorol, vol.146, pp.159-172, 2007.
URL : https://hal.archives-ouvertes.fr/ird-00388858

G. Boulet, B. Mougenot, J. Lhomme, P. Fanise, Z. Lili-chabaane et al., The SPARSE model for the prediction of water stress and evapotranspiration components from thermal infra-red data and its evaluation over irrigated and rainfed wheat, Hydrol. Earth Syst. Sci, vol.19, pp.4653-4672, 2015.
URL : https://hal.archives-ouvertes.fr/ird-01233790

G. Aouade, Investigating soil and atmospheric plant water stress using physiological and micrometeorological data, Evapotranspiration partition using the ISBA-A-g s land surface model Braud, vol.166, pp.229-247, 1966.

J. C. Calvet and J. Soussana, Modelling CO 2 -enrichment effects using an interactive vegetation SVAT scheme, Agr. Forest Meteorol, vol.108, pp.129-152, 2001.
URL : https://hal.archives-ouvertes.fr/hal-02681462

J. Calvet, J. Noilhan, J. Roujean, P. Bessemoulin, M. Cabelguenne et al., An interactive vegetation svat model tested against data from six contrasting sites, Agr. Forest Meteorol, vol.92, pp.73-95, 1998.
URL : https://hal.archives-ouvertes.fr/hal-02696231

J. Calvet, V. Rivalland, C. Picon-cochard, and J. Guehl, Modelling forest transpiration and CO 2 fluxes -response to soil moisture stress, Agr. Forest Meteorol, vol.124, pp.143-156, 2004.
URL : https://hal.archives-ouvertes.fr/hal-02680732

J. Calvet, A. Gibelin, J. Roujean, E. Martin, P. Le-moigne et al., Past and future scenarios of the effect of carbon dioxide on plant growth and transpiration for three vegetation types of southwestern France, Atmos, Chem. Phys, vol.8, pp.397-406, 2008.

D. Carrer, J. Roujean, S. Lafont, J. Calvet, A. Boone et al., A canopy radiative transfer scheme with explicit fapar for the interactive vegetation model isba-a-gs: Impact on carbon fluxes, J. Geophys. Res, vol.118, pp.888-903, 2013.
URL : https://hal.archives-ouvertes.fr/hal-02395839

A. Chehbouni, R. Escadafal, B. Duchemin, G. Boulet, V. Simonneaux et al., An integrated modelling and remote sensing approach for hydrological study in arid and semiarid regions: the SUDMED Programme, Int. J. Remote Sens, vol.29, pp.5161-5181, 2008.
URL : https://hal.archives-ouvertes.fr/ird-00669424

B. J. Choudhury and S. B. Idso, An empirical model for stomatal resistance of field-grown wheat, Agr. Forest Meteorol, vol.36, pp.65-82, 1985.

B. J. Choudhury and J. L. Monteith, A four-layer model for the heat budget of homogeneous land surfaces, Q. J. Roy. Meteorol. Soc, vol.114, pp.373-398, 1988.

R. B. Clapp and G. M. Hornberger, Empirical equations for some soil hydraulic properties, Water Resour. Res, vol.14, pp.601-604, 1978.

B. J. Cosby, G. M. Hornberger, R. B. Clapp, and T. R. Ginn, A statistical exploration of soil moisture characteristics to the physical properties of soils, Water Resour. Res, vol.20, pp.682-690, 1984.

B. Coudert, C. Ottlé, B. Boudevillain, J. Demarty, and P. Guillevic, Contribution of Thermal Infrared Remote Sensing Data in Multiobjective Calibration of a Dual-Source SVAT Model, J. Hydrometeorol, vol.7, pp.404-420, 2006.
URL : https://hal.archives-ouvertes.fr/hal-00146522

J. W. Deardorff, A parameterization of ground-surface moisture content for use in atmosphere prediction models, J. Appl. Meteorol, vol.16, pp.1182-1185, 1977.

B. Decharme, A. Boone, C. Delire, and J. Noilhan, Local evaluation of the interaction between soil biosphere atmosphere soil multilayer diffusion scheme using four pedotransfer functions, J. Geophys. Res, vol.116, pp.1-29, 2011.
URL : https://hal.archives-ouvertes.fr/hal-02395908

B. Decharme, E. Martin, and S. Faroux, Reconciling soil thermal and hydrological lower boundary conditions in land surface models, J. Geophys. Res.-Atmos, vol.118, pp.7819-7834, 2013.

J. Demarty, Développement et application du modèle SiSPAT-RS à l'échelle de la parcelle et dans le cadre de l'expérience alpilles ReSeDA, vol.7, p.221, 2001.

J. Demarty, C. Ottlé, I. Braud, A. Olioso, J. P. Frangi et al., Constraining a physically based Soil-Vegetation-Atmosphere Transfer model with surface water content and thermal infrared brightness temperature measurements using a multiobjective approach, Water Resour. Res, vol.41, p.1011, 2005.
URL : https://hal.archives-ouvertes.fr/hal-01863535

B. Duchemin, R. Hadria, S. Er-raki, G. Boulet, P. Maisongrande et al., Monitoring wheat phenology and irrigation in Central Morocco: on the use of relationship between evapotranspiration, crops coefficients, leaf area index and remotelysensed vegetation indices, Agr. Water Manage, vol.79, pp.1-27, 2006.

B. Duchemin, O. Hagolle, B. Mougenot, V. Simonneaux, I. Benhadj et al., Agrometerological study of semi-arid areas: an experiment for analysing the potential of FORMOSAT-2 time series of images in the Tensift-Marrakech plain, Int. J. Remote Sens, vol.29, pp.5291-5299, 2008.

E. A. Eltahir, R. L. Bras, S. Er-raki, A. Chehbouni, N. Guemouria et al., Using the dual approach of FAO-56 for partitioning ET into soil and plant components for olive orchards in a semi-arid region, Precipitation Recycling, Rev. Geophys, vol.34, pp.1769-1778, 1996.

J. Ezzahar, A. Chehbouni, J. C. Hoedjes, S. Er-raki, A. Chehbouni et al., The use of the Scintillation Technique for estimating and monitoring water consumption of olive orchards in a semi-arid region, Agr. Water Manage, vol.89, pp.173-184, 2007.

J. Ezzahar, A. Chehbouni, J. C. Hoedjes, and A. Chehbouni, On the application of scintillometry over heterogeneous surfaces, J. Hydrol, vol.334, pp.493-501, 2007.

J. Ezzahar and A. Chehbouni, The use of the scintillometry for validating the spatial and temporal aggregation schema over heterogeneous grid, Agricultural and Forest Meteorology, vol.149, pp.2098-2109, 2009.

J. Ezzahar, A. Chehbouni, S. Er-raki, and L. Hanich, Combining a Large Aperture Scintillometer and estimates of available energy to derive evapotranspiration over several agricultural fields in semi-arid regions, Plant Biosyst, vol.143, pp.209-221, 2009.

S. Faroux, A. T. Kaptué-tchuenté, J. Roujean, V. Masson, E. Martin et al., ECOCLIMAP-II/Europe: a twofold database of ecosystems and surface parameters at 1 km resolution based on satellite information for use in land surface, meteorological and climate models, Geosci. Model Dev, vol.6, pp.563-582, 2013.

J. E. Fernández, M. J. Palomo, A. Díaz-espejo, B. E. Clothier, S. R. Green et al., Heat-pulse measurements of sap flow in olives for automating irrigation: tests, root flow and diagnostics of water stress, Agr. Water Manage, vol.51, pp.99-123, 2001.

J. E. Fernández, F. Moreno, and J. Martin-aranda, Study of root dynamics of olive trees under drip irrigation and dry farming, Acta Hortic, vol.286, pp.263-266, 1990.

J. R. Garratt, The Atmospheric Boundary Layer, p.316, 1992.

S. Garrigues, A. Olioso, D. Carrer, B. Decharme, J. Calvet et al., Impact of climate, vegetation, soil and crop management variables on multi-year ISBA-A-gs simulations of evapotranspiration over a Mediterranean crop site, Geosci. Model Dev, vol.8, pp.3033-3053, 2015.
URL : https://hal.archives-ouvertes.fr/hal-02634497

S. Garrigues, A. Boone, B. Decharme, A. Olioso, C. Albergel et al., Impacts of the Soil Water Transfer Parameterization on the Simulation of Evapotranspiration over a 14-Year Mediterranean Crop Succession, J. Hydro-Meteorol, vol.19, pp.3-25, 2018.
URL : https://hal.archives-ouvertes.fr/hal-02267632

P. Gentine, D. Entekhabi, A. Chehbouni, G. Boulet, and B. Duchemin, Analysis of evaporative fraction diurnal behaviour, Agr. Forest Meteorol, vol.143, pp.13-29, 2007.
URL : https://hal.archives-ouvertes.fr/ird-00389121

A. L. Gibelin, J. C. Calvet, J. L. Roujean, L. Jarlan, and S. O. Los, Ability of the land surface model ISBA-A-gs to simulate leaf area index at the global scale: Comparison with satellites products, J. Geophys. Res, vol.111, p.18102, 2006.
URL : https://hal.archives-ouvertes.fr/hal-00293363

H. Giordani, J. Noilhan, P. Lacarrere, P. Bessemoulin, and D. E. Goldberg, Modeling the surface processes and the atmospheric boundary layer for semi-arid conditions, Agr. Forest Meteorol, vol.80, p.412, 1989.

F. Habets, A. Boone, J. Champeaux, P. Etchevers, L. Franchisteguy et al., The SAFRAN-ISBA-MODCOU hydrometeorological model applied over France, J. Geophys. Res, vol.113, 2008.
URL : https://hal.archives-ouvertes.fr/meteo-00274446

D. L. Hartmann, Global Physical Climatology, vol.498, 2016.

J. C. Hoedjes, A. Chehbouni, J. Ezzahar, R. Escadafal, D. Bruin et al., Comparison of Large Aperture Scintillometer and Eddy Covariance Measurements: Can Thermal Infrared Data be Used to Capture Footprint Induced Differences, J. Hydrometeorol, vol.8, pp.144-159, 2007.
URL : https://hal.archives-ouvertes.fr/ird-00389737

J. C. Hoedjes, A. Chehbouni, F. Jacob, J. Ezzahar, and G. Boulet, Deriving daily evapotranspiration from remotely sensed instantaneous evaporative fraction over olive orchard in semi-arid Morocco, J. Hydrol, vol.354, pp.53-64, 2008.
URL : https://hal.archives-ouvertes.fr/ird-00388433

R. B. Jackson, J. Canadell, J. R. Ehleringer, H. A. Mooney, O. E. Sala et al., A global analysis of root distributions for terrestrial biomes, Oecologia, vol.108, pp.389-411, 1996.

L. Jarlan, S. Khabba, S. Er-raki, L. Page, and M. , Remote Sensing of Water Resources in Semi-Arid Mediterranean Areas: the joint international laboratory TREMA, Int. J. Remote Sens, vol.36, pp.4879-4917, 2015.
URL : https://hal.archives-ouvertes.fr/hal-01871884

S. Jasechko, Z. D. Sharp, J. J. Gibson, S. J. Birks, Y. Yi et al., Terrestrial water fluxes dominated by transpiration, Nature, vol.496, pp.347-350, 2013.

C. Jiménez, C. Prigent, B. Mueller, S. I. Seneviratne, M. F. Mc-cabe et al., Global intercomparison of 12 land surface heat flux estimates, J. Geophys. Res, vol.116, p.2102, 2011.

J. D. Kalma and D. L. Jupp, Estimating evaporation from pasture using infrared thermometry: evaluation of a onelayer resistance model, Agr. Forest Meteorol, vol.51, pp.223-246, 1990.

D. Kool, N. Agam, N. Lazarovitch, J. L. Heitman, T. J. Sauer et al., A review of approaches for evapotranspiration partitioning, Agr. Forest Meteorol, vol.184, pp.56-70, 2014.

P. M. Lawston, J. A. Santanello, B. Zaitchik, and M. Rodell, Impact of irrigation methods on land surface model spinup and initialization of WRF forecasts, J. Hydrometeorol, vol.16, pp.1135-1154, 2015.

H. Lei and D. Yang, Interannual and seasonal variability in evapotranspiration and energy partitioning over an irrigated cropland in the North China Plain, Agr. Forest Meteorol, vol.150, pp.581-589, 2010.

L. Page, M. Toumi, J. Khabba, S. Hagolle, O. Tavernier et al., A Life-Size and Near Real-Time Test of Irrigation Scheduling with a Sentinel-2 Like Time Series (SPOT4-Take5) in Morocco, Remote Sens, vol.6, pp.11182-11203, 2014.

J. Lhomme and A. Chehbouni, Comments on dual-source vegetation-atmosphere transfer models, Agr. Forest Meteorol, vol.94, pp.269-273, 1999.

J. Lhomme, B. Monteny, and M. Amadou, Estimating sensible heat flux from radiometric temperature over sparse millet, Agr. Forest Meteorol, vol.68, pp.77-91, 1994.

J. P. Lhomme, D. Troufleau, B. Monteny, A. Chehbouni, and S. Bauduin, Sensible heat flux-radiometric surfacetemperature over sparse Sahelian vegetation. II. A model for the kB ? 1 parameter, J. Hydrol, pp.839-854, 1997.

J. P. Lhomme, C. Montes, F. Jacob, and L. Prévot, Evaporation from heterogeneous and sparse canopies: on the formulations related to multi-source representations, Bound.-Lay. Meteorol, vol.144, pp.243-262, 2012.
URL : https://hal.archives-ouvertes.fr/hal-02644768

G. Aouade, Evapotranspiration partition using the ISBA-A-g s land surface model Maillard, P.: L'olivier, Comité technique de l'olivier section spécialise de l'INVFLEC, Institut National de Vulgarisation pour les Fruits, Légumes et Champignions, p.137, 1975.

V. Masson, P. Le-moigne, E. Martin, S. Faroux, A. Alias et al., The SURFEXv7.2 land and ocean surface platform for coupled or offline simulation of earth surface variables and fluxes, Geosci. Model Dev, vol.6, pp.929-960, 2013.
URL : https://hal.archives-ouvertes.fr/hal-00968042

A. Napoly, A. Boone, P. Samuelsson, S. Gollvik, E. Martin et al., The interactions between soil-biosphere-atmosphere (ISBA) land surface model multi-energy balance (MEB) option in SURFEXv8 -Part 2: Introduction of a litter formulation and model evaluation for local-scale forest sites, Geosci. Model Dev, vol.10, pp.1621-1644, 2017.
URL : https://hal.archives-ouvertes.fr/hal-02127437

J. Noilhan, J. Mahfouf, J. Noilhan, and S. Planton, A simple parameterization of land surface processes for meteorological models, Mon. Weather Rev, vol.13, pp.536-549, 1989.

J. M. Norman, W. P. Kustas, and K. S. Humes, Two source approach for estimating soil and vegetation energy fluxes in observations of directional radiometric surface temperature, Agr. Forest Meteorol, vol.77, pp.263-293, 1995.

A. C. Oishi, R. Oren, and P. C. Stoy, Estimating components of forest evapotranspiration: a footprint approach for scaling sapflux measurements, Agr. Forest Meteorol, vol.148, pp.1719-1732, 2008.

M. Ozdogan, M. Rodell, H. K. Beaudoing, and D. L. Toll, Simulating the effects of irrigation over the United States in a land surface model based on satellitederived agricultural data, J. Hydrometeorol, vol.11, pp.171-184, 2010.

F. Pianosi, T. Wagener, J. Rougier, J. Freer, J. Hall et al., Single-layer models of evaporation from plant canopies are incorrect but useful, whereas multilayer models are correct but useless: discuss, Aust. J. Plant Physiol, vol.15, pp.705-716, 1988.

V. Rivalland, J. Calvet, P. Berbigier, Y. Brunet, and A. Granier, Transpiration and CO 2 fluxes of a pine forest: modelling the undergrowth effect, Ann. Geophys, vol.23, pp.291-304, 2005.
URL : https://hal.archives-ouvertes.fr/hal-02680276

P. R. Rowntree, Atmospheric parametrization schemes for evaporation over land: basic concepts and climate modeling aspects, in: land surface evaporation: measurements and parametrization, pp.5-29, 1991.

P. J. Sellers, S. O. Los, C. J. Tucker, W. J. Shuttleworth, R. J. Gurney et al., A revised land-surface parameterization (SiB2) for atmospheric GCMs. Part 2: The generation of global fields of terrestrial biophysical parameters from satellite data, Q. J. Roy. Meteorol. Soc, vol.9, p.22, 1985.

K. E. Taylor, T. E. Twine, W. P. Kustas, J. M. Norman, D. R. Cook et al., Implementation of near-field dispersion in a simple two-layer surface resistance model, Agric. Forest Meteorol, vol.106, pp.293-311, 1995.

C. A. Vogel, D. D. Baldocchi, A. K. Luhar, and K. S. Rao, A Comparison of a Hierarchy of Models for Determining Energy Balance Components over Vegetation Canopies, J. Appl. Meteorol, vol.34, pp.2182-2196, 1995.

M. Voltz, W. Ludwig, C. Leduc, and S. Bouarfa, Mediterranean land systems under global change: current state and future challenges, Reg. Environ. Change, vol.18, pp.619-622, 2018.
URL : https://hal.archives-ouvertes.fr/hal-02328693

W. G. Wang, W. Q. Xing, Q. X. Shao, Z. B. Yu, S. Z. Peng et al., Changes in reference evapotranspiration across the Tibetan Plateau: Observations and future projections based on statistical downscaling, J. Geophys. Res.-Atmos, vol.118, pp.4049-4068, 2013.

D. G. Williams, W. Cable, K. Hultine, J. C. Hoedjes, E. A. Yepez et al., Components of evapotranspiration in an olive orchard determined by eddy covariance, sap flow and stable isotope techniques, Agr. Forest Meteorol, vol.125, pp.241-258, 2004.

C. Y. Xu and V. P. Singh, Evaluation of three complementary relationship evapotranspiration models by water balance approach to estimate actual regional evapotranspiration in different climatic regions, J. Hydrol, vol.308, pp.105-121, 2005.

C. Y. Xu, E. Widén, and S. Halldin, Modelling hydrological consequences of climate change-progress and challenges, Adv. Atmos. Sci, vol.22, pp.789-797, 2005.