D. Aubert, C. Loumagne, and L. Oudin, Sequential assimilation of soil moisture and streamflow data in a conceptual rainfall???runoff model, Journal of Hydrology, vol.280, issue.1-4, pp.145-161, 2003.
DOI : 10.1016/S0022-1694(03)00229-4

G. Brier, VERIFICATION OF FORECASTS EXPRESSED IN TERMS OF PROBABILITY, Monthly Weather Review, vol.78, issue.1, pp.1-3, 1950.
DOI : 10.1175/1520-0493(1950)078<0001:VOFEIT>2.0.CO;2

R. Buizza, M. Miller, P. , and T. N. Roy, Stochastic representation of model uncertainties in the ECMWF ensemble prediction system, Quarterly Journal of the Royal Meteorological Society, vol.8, issue.560, pp.2887-2908, 1999.
DOI : 10.1002/qj.49712556006

H. Cloke and F. Pappenberger, Ensemble flood forecasting: A review, Journal of Hydrology, vol.375, issue.3-4, pp.613-626, 2009.
DOI : 10.1016/j.jhydrol.2009.06.005

W. T. Crow and D. Ryu, A new data assimilation approach for improving runoff prediction using remotely-sensed soil moisture retrievals, Hydrology and Earth System Sciences, vol.13, issue.1, pp.1-16, 2009.
DOI : 10.5194/hess-13-1-2009

T. M. Hamill, Hypothesis Tests for Evaluating Numerical Precipitation Forecasts, Weather Forecast, pp.155-167, 1999.

Y. He, F. Wetterhall, H. L. Cloke, F. Pappenbeger, M. Wilson et al., Tracking the uncertainty in flood alerts driven by grand ensemble weather predictions, Meteorological Applications, vol.5, issue.4, pp.91-101, 2009.
DOI : 10.1002/met.132

J. Komma, G. Glöschl, and C. Reszler, Soil moisture updating by Ensemble Kalman Filtering in real-time flood forecasting, Journal of Hydrology, vol.357, issue.3-4, pp.228-242, 2008.
DOI : 10.1016/j.jhydrol.2008.05.020

V. Lakshmi, The role of satellite remote sensing in the Prediction of Ungauged Basins, Hydrological Processes, vol.18, issue.5, pp.1029-1034, 2004.
DOI : 10.1002/hyp.5520

E. Ledoux, G. Girard, G. De-marsilly, J. Deschenes, H. J. Morel-seytoux et al., Spatially distributed modeling: Conceptual approach, coupling surface water and groundwater, Unsaturated Flow Hydrologic Modeling , Theory and Practice, pp.435-454, 1989.

A. H. Murphy, A New Vector Partition of the Probability Score, Journal of Applied Meteorology, vol.12, issue.4, pp.595-600, 1973.
DOI : 10.1175/1520-0450(1973)012<0595:ANVPOT>2.0.CO;2

J. Noilhan and S. Planton, A Simple Parameterization of Land Surface Processes for Meteorological Models, Monthly Weather Review, vol.117, issue.3, pp.536-549, 1989.
DOI : 10.1175/1520-0493(1989)117<0536:ASPOLS>2.0.CO;2

V. R. Pauwels, D. Lannoy, and G. J. , Ensemble-based assimilation of discharge into rainfall-runoff models: A comparison of approaches to mapping observational information to state space, Water Resources Research, vol.204, issue.1-4, pp.10-1029, 2009.
DOI : 10.1029/2008WR007590

Q. Seguí, P. Martin, E. Habets, F. Noilhan, and J. , Improvement , calibration and validation of a distributed hydrological model over France, Hydrol. Earth Syst. Sci, vol.135194, pp.163-18110, 2009.

M. Ramos, J. Bartholomes, T. Del-pozo, and J. , Development of decision support products based on ensemble forecasts in the European flood alert system, Atmospheric Science Letters, vol.7, issue.4, pp.113-119, 2007.
DOI : 10.1002/asl.161

F. Rousset-regimbeau, F. Habets, E. Martin, and J. Noilhan, Ensemble streamflow forecasts over France, ECMWF Newsletter, issue.111, 2007.

J. Schaake, K. Franz, A. Bradley, and R. Buizza, The Hydrologic Ensemble Prediction EXperiment (HEPEX), Hydrology and Earth System Sciences Discussions, vol.3, issue.5, pp.3321-333210, 2006.
DOI : 10.5194/hessd-3-3321-2006
URL : https://hal.archives-ouvertes.fr/hal-00298784

D. Seo, L. Cajina, R. Corby, and T. Howieson, Automatic state updating for operational streamflow forecasting via variational data assimilation, Journal of Hydrology, vol.367, issue.3-4, pp.255-275, 2009.
DOI : 10.1016/j.jhydrol.2009.01.019

G. Thirel, F. Rousset-regimbeau, E. Martin, and F. Habets, On the Impact of Short-Range Meteorological Forecasts for Ensemble Streamflow Predictions, Journal of Hydrometeorology, vol.9, issue.6, pp.1301-1317, 2008.
DOI : 10.1175/2008JHM959.1
URL : https://hal.archives-ouvertes.fr/meteo-00357251

G. Thirel, E. Martin, J. Mahfouf, S. Massart, S. Ricci et al., A past discharges assimilation system for ensemble streamflow forecast over France ? Part 1: Description and validation of the assimilation system, Hydrol. Earth Syst. Sci, vol.145194, pp.1623-163710, 1623.

G. Thirel, F. Regimbeau, E. Martin, J. Noilhan, and F. Habets, Short- and medium-range hydrological ensemble forecasts over France, Atmospheric Science Letters, vol.135, issue.3-4, pp.72-7710, 2010.
DOI : 10.1002/asl.254
URL : http://doi.org/10.1002/asl.254

S. J. Van-andel, R. K. Price, A. H. Lobbrecht, F. Van-kruiningen, and R. Mureau, Ensemble Precipitation and Water-Level Forecasts for Anticipatory Water-System Control, Journal of Hydrometeorology, vol.9, issue.4, pp.776-788, 2008.
DOI : 10.1175/2008JHM971.1

J. Van-den-bergh and E. Roulin, Hydrological ensemble prediction and verification for the Meuse and Scheldt basins, Atmospheric Science Letters, vol.9, issue.6, 2010.
DOI : 10.1002/asl.250

A. P. Weigel, M. A. Liniger, and C. Appenzeller, The Discrete Brier and Ranked Probability Skill Scores, Monthly Weather Review, vol.135, issue.1, pp.118-124, 2007.
DOI : 10.1175/MWR3280.1

A. W. Wood, A. Kumar, and D. P. Lettenmaier, A retrospective assessment of National Centers for Environmental Prediction climate model???based ensemble hydrologic forecasting in the western United States, Journal of Geophysical Research, vol.62, issue.1???3, pp.10-1029, 2005.
DOI : 10.1029/2004JD004508

B. F. Zaitchik, M. Rodell, R. , and R. H. , Assimilation of GRACE Terrestrial Water Storage Data into a Land Surface Model: Results for the Mississippi River Basin, Journal of Hydrometeorology, vol.9, issue.3, pp.535-548, 2008.
DOI : 10.1175/2007JHM951.1

M. Zappa, M. W. Rotach, M. Arpagaus, M. Dorninger, C. Hegg et al., MAP D-PHASE: real-time demonstration of hydrological ensemble prediction systems, Atmospheric Science Letters, vol.10, issue.2, pp.80-87, 2008.
DOI : 10.1002/asl.183