<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE article SYSTEM "http://www.hydrol-earth-syst-sci.net/inc/hess/copernicus.dtd">
<article language="en">
	<journal>
		<journal_title>Hydrology and Earth System Sciences</journal_title>
		<journal_url>www.hydrol-earth-syst-sci.net</journal_url>
		<issn>1027-5606</issn>
		<eissn>1607-7938</eissn>
		<volume_number>13</volume_number>
		<issue_number>10</issue_number>
		<publication_year>2009</publication_year>
	</journal>
	<doi>10.5194/hess-13-1887-2009</doi>
	<article_url>http://www.hydrol-earth-syst-sci.net/13/1887/2009/</article_url>
	<abstract_html>http://www.hydrol-earth-syst-sci.net/13/1887/2009/hess-13-1887-2009.html</abstract_html>
	<fulltext_pdf>http://www.hydrol-earth-syst-sci.net/13/1887/2009/hess-13-1887-2009.pdf</fulltext_pdf>
	<start_page>1887</start_page>
	<end_page>1896</end_page>
	<publication_date>2009-10-15</publication_date>
	<article_title content_type="html">Soil moisture mapping over West Africa with a 30-min temporal resolution using AMSR-E observations and a satellite-based rainfall product</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>T. Pellarin</name>
			<email>thierry.pellarin@hmg.inpg.fr</email>
		</author>
		<author numeration="2" affiliations="1">
			<name>T. Tran</name>
		</author>
		<author numeration="3" affiliations="1">
			<name>J.-M. Cohard</name>
		</author>
		<author numeration="4" affiliations="1">
			<name>S. Galle</name>
		</author>
		<author numeration="5" affiliations="1">
			<name>J.-P. Laurent</name>
		</author>
		<author numeration="6" affiliations="2">
			<name>P. de Rosnay</name>
		</author>
		<author numeration="7" affiliations="1">
			<name>T. Vischel</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">LTHE, CNRS-INSU, IRD, Université de Grenoble, BP 53, 38041 Grenoble Cedex 9, France</affiliation>
		<affiliation numeration="2" content_type="html">European Centre for Medium-Range Weather Forecasts, Reading, UK</affiliation>
	</affiliations>
	<abstract content_type="html">An original and simple method to map surface soil moisture over large areas
has been developed to obtain data with a high temporal and spatial resolution
for the study of possible feedback mechanisms between soil moisture and
convection in West Africa. A rainfall estimation product based on Meteosat
geostationary satellite measurements is first used together with a simple
Antecedent Precipitation Index (API) model to produce soil moisture maps at a
spatial resolution of 10&amp;times;10 km&lt;sup&gt;2&lt;/sup&gt; and a temporal resolution of
30-min. However, given the uncertainty of the satellite-based rainfall
estimation product, the resulting soil moisture maps are not sufficiently
accurate. For this reason, a technique based on assimilating AMSR-E C-band
measurements into a microwave emission model was developed in which the
estimated rainfall rates between two successive AMSR-E brightness temperature
(&lt;i&gt;TB&lt;/i&gt;) measurements are adjusted by multiplying them by a factor between
0 and 7 that minimizes the difference between simulated and observed &lt;i&gt;TB&lt;/i&gt;s.
Ground-based soil moisture measurements obtained at three sites in
Niger, Mali and Benin were used to assess the method which was found to
improve the soil moisture estimates on all three sites.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Adler, R. F., Huffman, G. J., Chang, A., Ferraro, R., Xie, P. P., Janowiak, J., Rudolf, B., Schneider, U., Curtis, S., Bolvin, D., Gruber, A., Susskind, J., Arkin, P., and Nelkin, E.: The version-2 global precipitation climatology project (GPCP) monthly precipitation analysis (1979–present), J. Hydrometeorol., 4, 1147–1167, 2003. </reference>
		<reference numeration="2" content_type="text"> Boone A., de Rosnay, P., Balsamo, G., Beljaars, A., Chopin, F., Decharme, B., Delire, C., Ducharne, A., Gascoin, S., Guichard, F., Gusev, Y., Harris, P., Jarlan, L., Kergoat, L., Mougin, E., Nasonova, O., Norgaard, A., Orgeval, T., Ottlé, C., Poccard-Leclercq, I., Polcher, J., Sandholt, I., Saux-Picart, S., C. Taylor, M., and Xue, Y.: The AMMA Land Surface Model Intercomparison Project (ALMIP), Bull. American Meteor. Soc., doi:10.1175/2009BAMS2786.1, in press, 2008. </reference>
		<reference numeration="3" content_type="text"> Cheng, W. Y .Y. and Cotton, W. R.: Sensitivity of a cloud-resolving simulation of the genesis of a mesoscale convective system to horizontal heterogeneities in soil moisture initialization, J. Hydrometeorol., 5, 934–958, 2004. </reference>
		<reference numeration="4" content_type="text"> Chopin F., Bergès J.C., Desbois M., Jobard I., and Lebel, T.: Satellite Rainfall Probability and Estimation. Application to the West Africa During the 2004 Rainy Season, American Geosciences Union, 2005 Joint Assembly New Orleans, USA 23–27 May, 2005. </reference>
		<reference numeration="5" content_type="text"> Cook, B. I., Bonan, G. B., and Levis, S.: Soil moisture feedbacks to precipitation in southern Africa, J. Climate, 19, 4198–4206, 2006. </reference>
		<reference numeration="6" content_type="text"> Crow, W. T. and Bolten, J. D.: Estimating precipitation errors using spaceborne surface soil moisture retrievals, Geophys. Res. Lett., 34, L08403, 2007. </reference>
		<reference numeration="7" content_type="text"> Crow, W. T., Huffman, G. J., Bindlish, R., and Jackson, T. J.: Improving Satellite-Based Rainfall Accumulation Estimates Using Spaceborne Surface Soil Moisture Retrievals, J. Hydrometeorol., 10, 199–212, 2009. </reference>
		<reference numeration="8" content_type="text"> Crow, W. T. and Ryu, D.: A new data assimilation approach for improving runoff prediction using remotely-sensed soil moisture retrievals, Hydrol. Earth Syst. Sc., 13, 1–16, 2009. </reference>
		<reference numeration="9" content_type="text"> Descroix L., Nouvelot J., and Vauclin M.: Evaluation of an antecedent precipitation index to model runoff yield in the western Sierra Madre (north-west Mexico), J. Hydrol., 263(1–4), 114–130, 2002. </reference>
		<reference numeration="10" content_type="text"> Entekhabi, D., Njoku, E. O&apos;Neill, P. Spencer, M., Jackson, T., Entin, J., Im, E., and Kellogg, K. : The Soil Moisture Active/Passive Mission (SMAP), Geoscience and Remote Sensing Symposium, IGARSS 2008(3), III 1–3, 2008 </reference>
		<reference numeration="11" content_type="text"> Jackson, T. J., Moran, M. S., and O&apos;Neill, P. E.: Introduction to Soil Moisture Experiments 2004 (SMEX04) Special Issue, Remote Sens. Environ., 112, 301–303, 2008. </reference>
		<reference numeration="12" content_type="text"> Kerr, Y. H., Waldteufel, P., Wigneron, J. P., Martinuzzi, J. M., Font, J., and Berger, M.: Soil moisture retrieval from space: The Soil Moisture and Ocean Salinity (SMOS) mission, IEEE T. Geosci. Remote, 39, 1729–1735, 2001. </reference>
		<reference numeration="13" content_type="text"> Kirdyashev, K. P., Chukhlantsev, A. A., and Shutko, A. M.: Microwave radiation of grounds with vegetative cover, Radiotekh. Elektron., 24, 256–264, 1979. </reference>
		<reference numeration="14" content_type="text"> Koster, R. D., Dirmeyer, P. A., Guo, Z. C., Bonan, G., Chan, E., Cox, P., Gordon, C. T., Kanae, S., Kowalczyk, E., Lawrence, D., Liu, P., Lu, C. H., Malyshev, S., McAvaney, B., Mitchell, K., Mocko, D., Oki, T., Oleson, K., Pitman, A., Sud, Y. C., Taylor, C. M., Verseghy, D., Vasic, R., Xue, Y. K., Yamada, T., anad Team, G.: Regions of strong coupling between soil moisture and precipitation, Science, 305, 1138–1140, 2004. </reference>
		<reference numeration="15" content_type="text"> Laurent, H., Jobard, I., and Toma, A.: Validation of satellite and ground-based estimates of precipitation over the Sahel, Atmos. Res., (47–48), 651–670, 1998. </reference>
		<reference numeration="16" content_type="text"> Liu, Y. Q. and Avissar, R.: A study of persistence in the land-atmosphere system using a general circulation model and observations, J. Climate, 12, 2139–2153, 1999. </reference>
		<reference numeration="17" content_type="text"> Masson, V., Champeaux, J. L., Chauvin, F., Meriguet, C., and Lacaze, R.: A global database of land surface parameters at 1-km resolution in meteorological and climate models, J. Climate, 16, 1261–1282, 2003. </reference>
		<reference numeration="18" content_type="text"> Mathon, V., Laurent, H., and Lebel, T.: Mesoscale convective system rainfall in the Sahel, J. Appl. Meteorol., 41, 1081–1092, 2002. </reference>
		<reference numeration="19" content_type="text"> Mironov, V. L., Dobson, M. C., Kaupp, V. H., Komarov, S. A., and Kleshchenko, V. N.: Generalized refractive mixing dielectric model for moist soils, IEEE T. Geosci. Remote., 42, 773–785, 2004. </reference>
		<reference numeration="20" content_type="text"> Mo, T., Choudhury, B. J., Schmugge, T. J., Wang, J. R., and Jackson, T. J. A model for microwave emission from vegetation-covered fields, J. Geophys. Res.-Oc. Atm., 87, 1229–1237, 1982. </reference>
		<reference numeration="21" content_type="text"> Noilhan, J. and Planton, S.: A simple parameterization of land surface processes for meteorological models, Mon. Weather Rev., 117, 536–549, 1989. </reference>
		<reference numeration="22" content_type="text"> Pellarin, T., Ali, A., Chopin, F., Jobard, I., and Berges, J. C.: Using spaceborne surface soil moisture to constrain satellite precipitation estimates over West Africa, Geophys. Res. Lett., 35, L02813, 2008. </reference>
		<reference numeration="23" content_type="text"> Pellarin, T., Calvet, J. C., and Wigneron, J. P.: Surface soil moisture retrieval from L-band radiometry: A global regression study, IEEE T. Geosci. Remote, 41, 2037–2051, 2003. </reference>
		<reference numeration="24" content_type="text"> Pellarin, T., Kerr, Y. H., and Wigneron, J. P.: Global simulation of brightness temperatures at 6.6 and 10.7 GHz over land based on SMMR data set analysis, IEEE T. Geosci. Remote, 44, 2492–2505, 2006. </reference>
		<reference numeration="25" content_type="text"> Pellarin, T., Laurent, J.-P., Cappelaere, B., Decharme, B., Descroix, L., Ramier, D.: Hydrological modelling and associated microwave emission of a semi-arid region in South-western Niger, J. Hydrol., 375(1–2), 262–272, doi:10.1016/j.jhydrol.2008.12.003, 2009. </reference>
		<reference numeration="26" content_type="text"> Prigent, C., Aires, F., Rossow, W. B., and Robock, A.: Sensitivity of satellite microwave and infrared observations to soil moisture at a global scale: Relationship of satellite observations to in situ soil moisture measurements, J. Geophys. Res.-Atmos., 110, D07110, 2005. </reference>
		<reference numeration="27" content_type="text"> de Rosnay, P., Gruhier, C., Timouk, F., Baup, F., Mougin, E., Hiernaux, P., Kergoat, L., and LeDantec, V.: Multi-scale soil moisture measurements at the Gourma meso-scale site in Mali, J. Hydrol., 375(1–2), 241–252, doi:10.1016/j.jhydrol.2009.01.015, 2009a. </reference>
		<reference numeration="28" content_type="text"> de Rosnay P., M. Drusch, A. Boone, G. Balsamo, B. Decharme, P. Harris, Y. Kerr, T. Pellarin, J. Polcher and J.-P. Wigneron, &quot;The AMMA Land Surface Model Intercomparison Experiment coupled to the Community Microwave Emission Model: ALMIP-MEM&quot;, J. Geophys. Res., 114, D05108, doi:10.1029/2008JD010724, 2009b. </reference>
		<reference numeration="29" content_type="text"> Sittner, W., Schauss, C., and Monro, J.: Continuous hydrograph synthesis with an API-type hydrologic model, Water Resour. Res., 5(5), 1007–1022, 1969. </reference>
		<reference numeration="30" content_type="text"> Taylor, C. M. and Ellis, R. J.: Satellite detection of soil moisture impacts on convection at the mesoscale, Geophys. Res. Lett., 33, L03404, 2006. </reference>
		<reference numeration="31" content_type="text"> Taylor, C. M., Said, F., and Lebel, T.: Interactions between the land surface and mesoscale rainfall variability during HAPEX-Sahel, Mon. Weather Rev., 125, 2211–2227, 1997. </reference>
		<reference numeration="32" content_type="text"> Wang, J. R., Oneill, P. E., Jackson, T. J., and Engman, E. T.: Multifrequency measurements of the effects of soil-moisture, soil texture, and surface-roughness, IEEE T. Geosci. Remote, 21, 44–51, 1983. </reference>
		<reference numeration="33" content_type="text"> Wigneron, J. P., Kerr, Y., Waldteufel, P., Saleh, K., Escorihuela, M. J., Richaume, P., Ferrazzoli, P., de Rosnay, P., Gurney, R., Calvet, J. C., Grant, J. P., Guglielmetti, M., Hornbuckle, B., Matzler, C., Pellarin, T., and Schwank, M.: L-band Microwave Emission of the Biosphere (L-MEB) Model: Description and calibration against experimental data sets over crop fields, Remote Sens. Environ., 107, 639–655, 2007. </reference>
		<reference numeration="34" content_type="text"> Wigneron, J. P., Laguerre, L., and Kerr, Y. H.: A simple parameterization of the L-band microwave emission from rough agricultural soils, IEEE T. Geosci. Remote., 39, 1697–1707, 2001. </reference>
		<reference numeration="35" content_type="text"> Wen, J., Su, Z., and Ma, Y.: Determination of land surface temperature and soil moisture from Tropical Rainfall Measuring Mission/Microwave Imager remote sensing data, J. Geophys. Res., 108(D2), 4038, doi:10.1029/2002JD002176, 2003. </reference>
	</references>
</article>

