Calibrating a Coupled SVAT–Vegetation Growth Model with Remotely Sensed Reflectance and Surface Temperature—A Case Study for the HAPEX-Sahel Grassland Sites

Abstract Models simulating the seasonal growth of vegetation have been recently coupled to soil–vegetation–atmosphere transfer schemes (SVATS). Such coupled vegetation–SVATS models (V–S) account for changes of the vegetation leaf area index (LAI) over time. One problem faced by V–S models is the high number of parameters that are required to simulate different sites or large areas. Therefore, efficient calibration procedures are needed. This study describes an attempt to calibrate a V–S model with satellite [Advanced Very High Resolution Radiometer (AVHRR)] data in the shortwave and longwave domains. A V–S model is described using ground data collected over three semiarid grassland sites during the Hydrological Atmospheric Pilot Experiment (HAPEX)-Sahel experiment. The effect of calibrating model parameters with time series of normalized difference vegetation index (NDVI) and thermal infrared (TIR) data is assessed by examining the simulated latent heat flux (LE) and LAI for a suite of calibration experim...

[1]  A. Karnieli,et al.  Progress in the remote sensing of land surface temperature and ground emissivity using NOAA-AVHRR data , 1999 .

[2]  N. Goel Models of vegetation canopy reflectance and their use in estimation of biophysical parameters from reflectance data , 1988 .

[3]  D. Vidal-Madjar,et al.  Assimilation of soil moisture inferred from infrared remote sensing in a hydrological model over the HAPEX-MOBILHY region , 1994 .

[4]  P. Dirmeyer Vegetation stress as a feedback mechanism in midlatitude drought , 1994 .

[5]  Henrik Steen Andersen,et al.  Land surface temperature estimation based on NOAA-AVHRR data during the HAPEX-Sahel experiment , 1997 .

[6]  Yann Nouvellon Modélisation du fonctionnement de prairies semi-arides et assimilation de données radiométriques dans le modèle , 1999 .

[7]  W. J. Shuttleworth,et al.  Integration of soil moisture remote sensing and hydrologic modeling using data assimilation , 1998 .

[8]  Thomas J. Jackson,et al.  Calibrating a soil water and energy budget model with remotely sensed data to obtain quantitative information about the soil , 1997 .

[9]  P. O’neill,et al.  Estimating Soil Hydraulic Parameters Using Passive Microwave Data , 1986, IEEE Transactions on Geoscience and Remote Sensing.

[10]  Robert J. Gurney,et al.  The theoretical relationship between foliage temperature and canopy resistance in sparse crops , 1990 .

[11]  A. Verhoef,et al.  A comparison of surface fluxes at the HAPEX-Sahel fallow bush sites , 1997 .

[12]  H. Keulen,et al.  A simple and universal crop growth simulator: SUCROS87. , 1989 .

[13]  William P. Kustas,et al.  Simulating Surface Energy Fluxes and Radiometric Surface Temperatures for Two Arid Vegetation Communities Using the SHAW Model , 1998 .

[14]  Yann Kerr,et al.  Accurate land surface temperature retrieval from AVHRR data with use of an improved split window algorithm , 1992 .

[15]  S. Running,et al.  A general model of forest ecosystem processes for regional applications I. Hydrologic balance, canopy gas exchange and primary production processes , 1988 .

[16]  Enric Valor,et al.  Land surface emissivity and temperature determination in the whole HAPEX-Sahel area from AVHRR data , 1997 .

[17]  Lisa J. Graumlich,et al.  Interactive Canopies for a Climate Model , 1998 .

[18]  Yann Kerr,et al.  Geographical, biological and remote sensing aspects of the hydrologic atmospheric pilot experiment in the sahel (HAPEX-Sahel) , 1995 .

[19]  K. Mccree,et al.  An equation for the rate of respiration of white clover grown under controlled conditions. , 1970 .

[20]  A. Dalcher,et al.  A Simple Biosphere Model (SIB) for Use within General Circulation Models , 1986 .

[21]  C. Valentin,et al.  Land surface conditions of the Niamey region: ecological and hydrological implications , 1997 .

[22]  A. Kuusk,et al.  The Inversion of the Nilson-Kuusk Canopy Reflectance Model, a Test Case , 1991, [Proceedings] IGARSS'91 Remote Sensing: Global Monitoring for Earth Management.

[23]  Andrew S. Jones,et al.  Data Assimilation of Satellite-Derived Heating Rates as Proxy Surface Wetness Data into a Regional Atmospheric Mesoscale Model. Part II: A Case Study , 1998 .

[24]  Pierre Hiernaux,et al.  A regional Sahelian grassland model to be coupled with multispectral satellite data. II: Toward the control of its simulations by remotely sensed indices , 1995 .

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

[26]  Soroosh Sorooshian,et al.  Toward improved calibration of hydrologic models: Multiple and noncommensurable measures of information , 1998 .

[27]  Nader Katerji,et al.  Some plant factors controlling evapotranspiration , 1991 .

[28]  L. Kergoat A model for hydrological equilibrium of leaf area index on a global scale , 1998 .

[29]  W. Verhoef Light scattering by leaf layers with application to canopy reflectance modelling: The SAIL model , 1984 .

[30]  A. Verhoef,et al.  The role of the Sahelian biosphere on the water and the CO2 cycle during the HAPEX-Sahel Experiment , 1997 .

[31]  D. Vidal-Madjar,et al.  Evapotranspiration over an agricultural region using a surface flux/temperature model based on NOAA-AVHRR data , 1986 .

[32]  A. Bégué,et al.  Errors in remote sensing of intercepted photosynthetically active radiation: an example from HAPEX-Sahel , 1997 .

[33]  Pierre Hiernaux,et al.  A regional Sahelian grassland model to be coupled with multispectral satellite data. I: Model description and validation , 1995 .

[34]  A. Verhoef,et al.  Spatial and temporal variations in net carbon flux during HAPEX-Sahel. , 1997 .

[35]  Stephan J. Maas,et al.  Remote sensing and crop production models: present trends , 1992 .

[36]  J. Amthor Evolution and applicability of a whole plant respiration model , 1986 .

[37]  G. Dedieu,et al.  Global-Scale Assessment of Vegetation Phenology Using NOAA/AVHRR Satellite Measurements , 1997 .

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

[39]  Robert J. Gurney,et al.  A RESISTANCE PARAMETER FOR BARE‐SOIL EVAPORATION MODELS , 1986 .

[40]  Jean-Pierre Wigneron,et al.  Estimation of Evapotranspiration and Photosynthesis by Assimilation of Remote Sensing Data into SVAT Models , 1999 .

[41]  N. M. Mattikalli,et al.  Microwave remote sensing of temporal variations of brightness temperature and near‐surface soil water content during a watershed‐scale field experiment, and its application to the estimation of soil physical properties , 1998 .

[42]  Jean-Pierre Wigneron,et al.  An interactive vegetation SVAT model tested against data from six contrasting sites , 1998 .

[43]  John L. Monteith,et al.  A four-layer model for the heat budget of homogeneous land surfaces , 1988 .

[44]  L. D. Incoll Prediction and measurement of photosynthetic productivity , 1972 .

[45]  A. Huete,et al.  Deconvolution of remotely sensed spectral mixtures for retrieval of LAI, fAPAR and soil brightness , 1997 .

[46]  B.A.M. Bouman SBFLEVO and WWFLEVO : growth models to simulate crop growth, optical reflectance and radar backscatter of sugar beet and winter wheat, calibrated for Flevoland , 1992 .

[47]  C. Körner,et al.  Leaf Diffusive Conductances in the Major Vegetation Types of the Globe , 1995 .

[48]  Dara Entekhabi,et al.  Solving the inverse problem for soil moisture and temperature profiles by sequential assimilation of multifrequency remotely sensed observations , 1994, IEEE Trans. Geosci. Remote. Sens..

[49]  A. Bondeau,et al.  Combining agricultural crop models and satellite observations: from field to regional scales , 1998 .

[50]  G. Dedieu,et al.  SMAC: a simplified method for the atmospheric correction of satellite measurements in the solar spectrum , 1994 .

[51]  John L. Monteith,et al.  Vegetation and the atmosphere , 1975 .

[52]  G. Dedieu,et al.  Satellite measurements as a constraint on estimates of vegetation carbon budget , 1995 .

[53]  Agnès Bégué,et al.  Extraction of the pure spectral response of the landscape components in NOAA-AVHRR mixed pixels—application to the HAPEX-Sahel degree square , 1996 .

[54]  Manfred Owe,et al.  Measurement and spatial variation of thermal infrared surface emissivity in a savanna environment , 1991 .

[55]  J. A. Schell,et al.  Monitoring the Vernal Advancement and Retrogradation (Green Wave Effect) of Natural Vegetation. [Great Plains Corridor] , 1973 .

[56]  J. Moncrieff,et al.  CO2 fluxes at leaf and canopy scale in millet, fallow and tiger bush vegetation at the HAPEX-Sahel southern super-site. , 1997 .

[57]  J.-P. Goutorbe,et al.  HAPEX-Sahel: a large-scale study of land-atmosphere interactions in the semi-arid tropics , 1994 .

[58]  T. J. Schmugge,et al.  Surface Temperature Observations from AVHRR in FIFE , 1998 .

[59]  P. Jarvis The Interpretation of the Variations in Leaf Water Potential and Stomatal Conductance Found in Canopies in the Field , 1976 .

[60]  M. Ek,et al.  The Influence of Atmospheric Stability on Potential Evaporation , 1984 .

[61]  S. Rambal,et al.  A Regional Sahelian Grassland Model to Be Coupled with Satellite Multispectral Data , 1992, [Proceedings] IGARSS '92 International Geoscience and Remote Sensing Symposium.

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

[63]  C. Tucker Red and photographic infrared linear combinations for monitoring vegetation , 1979 .

[64]  M. Vauclin,et al.  Unidimensional modelling of a fallow savannah during the HAPEX-Sahel experiment using the SiSPAT model , 1997 .