Hydrological modelling and associated microwave emission of a semi-arid region in South-western Niger

summary Studying surface–atmosphere feedback is often limited by the accuracy of the land surface observations (particularly soil moisture estimates) or the performance of the land surface models. To further our understanding of soil moisture effects on land–atmosphere fluxes, improvements in soil moisture mapping over large regions are necessary. The aim of this study was to obtain accurate soil moisture mapping over a 120 by 100 km 2 area in West Africa using the considerable amount of measurements available from local and regional scales, recorded during the African monsoon multidisciplinary analysis (AMMA) experiment. The modelling strategy was based on the use of a land surface model (LSM), employed to provide high-resolution soil moisture mapping over the studied area. A microwave emission model was then used to simulate associated microwave brightness temperatures (TB) to compare with the Advanced microwave scanning radiometer (AMSR) at the same spatial (25 by 20 km 2 ) and temporal resolution (daily). Discrepancies between observed and simulated TB were analysed and used to calibrate the LSM and the microwave emission models to match the specific hydrology and soil microwave behaviour of the studied area. Nevertheless, a positive bias of the near-surface soil moisture remained and the land surface model was still unable to reproduce the rapid dynamic of the near-surface soil moisture observed at the local and regional scales in this climatic context. To solve this problem, a secondary surface soil layer was added to match in situ soil moisture measurements as well as satellite microwave measurements. Additionally, the choice of the soil permittivity model was found to be of prior importance in order to perform suitable microwave brightness temperatures. Finally, a soil moisture retrieval algorithm based on AMSR and meteosat second generation (MSG) measurements was proposed in order to improve the quality of the soil moisture estimates over the studied area (the root mean square error decreases from 5.4 % vol. to 2.8 % vol).

[1]  Thomas J. Jackson,et al.  Introduction to Soil Moisture Experiments 2004 (SMEX04) Special Issue , 2008 .

[2]  P. S. Eagleson,et al.  Land Surface Hydrology Parameterization for Atmospheric General Circulation models Including Subgrid Scale Spatial Variability , 1989 .

[3]  Michel Desbois,et al.  Rainfall estimation in the Sahel: the EPSAT-NIGER experiment , 1992 .

[4]  C. Ottlé,et al.  The AMMA-CATCH experiment in the cultivated Sahelian area of south-west Niger – Investigating water cycle response to a fluctuating climate and changing environment , 2009 .

[5]  Christian Mätzler,et al.  Microwave permittivity of dry sand , 1996, IEEE Trans. Geosci. Remote. Sens..

[6]  F. Chauvin,et al.  Influence of Soil Moisture on the Asian and African Monsoons. Part I: Mean Monsoon and Daily Precipitation , 2001 .

[7]  Y. Kerr,et al.  L-band Microwave Emission of the Biosphere (L-MEB) Model: Description and calibration against experimental data sets over crop fields , 2007 .

[8]  D. Lawrence,et al.  Regions of Strong Coupling Between Soil Moisture and Precipitation , 2004, Science.

[9]  Thomas J. Jackson,et al.  The Soil Moisture Active/Passive Mission (SMAP) , 2008, IGARSS 2008 - 2008 IEEE International Geoscience and Remote Sensing Symposium.

[10]  Jean-Christophe Calvet,et al.  Inclusion of a Third Soil Layer in a Land Surface Scheme Using the Force–Restore Method , 1999 .

[11]  D. Lawrence,et al.  GLACE: The Global Land-Atmosphere Coupling Experiment. Part I: Overview , 2006 .

[12]  C. Rosenzweig,et al.  Improved Ground Hydrology Calculations for Global Climate Models (GCMs): Soil Water Movement and Evapotranspiration , 1988 .

[13]  J. Charney,et al.  Drought in the Sahara: A Biogeophysical Feedback Mechanism , 1975, Science.

[14]  Jitendra Behari,et al.  Microwave dielectric behavior of wet soils , 2005 .

[15]  R. Lacaze,et al.  A Global Database of Land Surface Parameters at 1-km Resolution in Meteorological and Climate Models , 2003 .

[16]  Yann Kerr,et al.  An overview of HAPEX-Sahel: a study in climate and desertification. , 1997 .

[17]  Miller,et al.  The Anomalous Rainfall over the United States during July 1993: Sensitivity to Land Surface Parameterization and Soil Moisture Anomalies , 1996 .

[18]  Bertrand Decharme,et al.  Introduction of a sub-grid hydrology in the ISBA land surface model , 2006 .

[19]  T. Schmugge,et al.  An Empirical Model for the Complex Dielectric Permittivity of Soils as a Function of Water Content , 1980, IEEE Transactions on Geoscience and Remote Sensing.

[20]  Yann Kerr,et al.  Soil moisture retrieval from space: the Soil Moisture and Ocean Salinity (SMOS) mission , 2001, IEEE Trans. Geosci. Remote. Sens..

[21]  Thomas J. Jackson,et al.  Soil moisture mapping and AMSR-E validation using the PSR in SMEX02 , 2006 .

[22]  C. Thorncroft,et al.  African Monsoon Multidisciplinary Analysis: An International Research Project and Field Campaign , 2006 .

[23]  Zhao Ren-jun,et al.  The Xinanjiang model applied in China , 1992 .

[24]  L. Lundin,et al.  Water Content Reflectometer Application to Construction Materials and its Relation to Time Domain Reflectometry , 2006 .

[25]  Florence Habets,et al.  Impact of an Exponential Profile of Saturated Hydraulic Conductivity within the ISBA LSM: Simulations over the Rhône Basin , 2006 .

[26]  M. Mccabe,et al.  Evaluation of AMSR-E-Derived Soil Moisture Retrievals Using Ground-Based and PSR Airborne Data during SMEX02 , 2005 .

[27]  Eric F. Wood,et al.  A land-surface hydrology parameterization with subgrid variability for general circulation models , 1992 .

[28]  Guiling Wang,et al.  Role of vegetation dynamics in enhancing the low‐frequency variability of the Sahel rainfall , 2000 .

[29]  M. Esteves,et al.  A multi-scale approach of runoff generation in a Sahelian gully catchment: a case study in Niger , 2003 .

[30]  J. Nash,et al.  River flow forecasting through conceptual models part I — A discussion of principles☆ , 1970 .

[31]  J. Mahfouf,et al.  Inclusion of Gravitational Drainage in a Land Surface Scheme Based on the Force-Restore Method. , 1996 .

[32]  Guillaume Favreau,et al.  Spatio-temporal variability of hydrological regimes around the boundaries between Sahelian and Sudanian areas of West Africa: A synthesis , 2009 .

[33]  T. Mo,et al.  A model for microwave emission from vegetation‐covered fields , 1982 .

[34]  V. H. Kaupp,et al.  Generalized refractive mixing dielectric model for moist soils , 2004, IEEE Transactions on Geoscience and Remote Sensing.

[35]  Sylvie Galle,et al.  Assessing the water balance in the Sahel: Impact of small scale rainfall variability on runoff. Part 1: Rainfall variability analysis , 2006 .

[36]  Beryl Graham,et al.  Digital Media , 2003 .

[37]  Sylvain Massuel,et al.  Conditional simulation schemes of rain fields and their application to rainfall-runoff modeling studies in the Sahel , 2009 .

[38]  Yann Kerr,et al.  Two-year global simulation of L-band brightness temperatures over land , 2003, IEEE Trans. Geosci. Remote. Sens..

[39]  Bernard Cappelaere,et al.  Towards an understanding of coupled physical and biological processes in the cultivated Sahel - 1. Energy and water , 2009 .

[40]  Yann Kerr,et al.  Global Simulation of Brightness Temperatures at 6.6 and 10.7 GHz Over Land Based on SMMR Data Set Analysis , 2006, IEEE Transactions on Geoscience and Remote Sensing.

[41]  D. Vidal-Madjar,et al.  The ISBA surface scheme in a macroscale hydrological model applied to the Hapex-Mobilhy area Part I: Model and database , 1999 .

[42]  Yann Kerr,et al.  A simple parameterization of the L-band microwave emission from rough agricultural soils , 2001, IEEE Trans. Geosci. Remote. Sens..

[43]  Thomas J. Jackson,et al.  Soil moisture retrieval from AMSR-E , 2003, IEEE Trans. Geosci. Remote. Sens..

[44]  T. Lebel,et al.  Estimating hydraulic conductivity of crusted soils using disc infiltrometers and minitensiometers , 1997 .

[45]  J. Harte,et al.  Energy and water. , 1978, Science.

[46]  C. Taylor,et al.  Satellite detection of soil moisture impacts on convection at the mesoscale , 2006 .

[47]  C. Taylor,et al.  An observational case study of mesoscale atmospheric circulations induced by soil moisture , 2007 .

[48]  R. Koster,et al.  Contribution of soil moisture retrievals to land data assimilation products , 2008 .

[49]  F. Ulaby,et al.  Microwave Dielectric Behavior of Wet Soil-Part II: Dielectric Mixing Models , 1985, IEEE Transactions on Geoscience and Remote Sensing.

[50]  Philippe Richaume,et al.  Evaluation of AMSR‐E soil moisture product based on ground measurements over temperate and semi‐arid regions , 2008 .

[51]  S. Planton,et al.  A Simple Parameterization of Land Surface Processes for Meteorological Models , 1989 .

[52]  James R. Wang,et al.  Multifrequency Measurements of the Effects of Soil Moisture, Soil Texture, And Surface Roughness , 1983, IEEE Transactions on Geoscience and Remote Sensing.

[53]  Charles A. Laymon,et al.  Polarimetric scanning radiometer C- and X-band microwave observations during SMEX03 , 2005, IEEE Transactions on Geoscience and Remote Sensing.

[54]  J. Deardorff Efficient prediction of ground surface temperature and moisture, with inclusion of a layer of vegetation , 1978 .

[55]  B. Choudhury,et al.  The Effects of Laterite and Associated Terrain Components on PBMR Response in HAPEX-Sahel , 1997 .

[56]  B. Vieux,et al.  Hydrologic process simulation of a semiarid, endoreic catchment in Sahelian West Niger. 2. Model calibration and uncertainty characterization , 2003 .

[57]  C. Tucker,et al.  Enhancement of Interdecadal Climate Variability in the Sahel by Vegetation Interaction. , 1999, Science.

[58]  Sylvie Galle,et al.  Runoff generation processes: results and analysis of field data collected at the East Central Supersite of the HAPEX-Sahel experiment , 1997 .

[59]  V. Brovkin,et al.  On the stability of the atmosphere‐vegetation system in the Sahara/Sahel region , 1998 .

[60]  N. Montaldo,et al.  On the Use of the Force-Restore SVAT Model Formulation for Stratified Soils , 2001 .

[61]  W. Wagner,et al.  An Intercomparison of ERS-Scat and AMSR-E Soil Moisture Observations with Model Simulations over France , 2009 .

[62]  Abdou Ali,et al.  Rainfall Estimation in the Sahel. Part I: Error Function , 2005 .