Satellite-Based Actual Evapotranspiration over Drying Semiarid Terrain in West Africa

D. Schüttemeyer Meteorology and Air Quality Group, Wageningen University, Wageningen, Netherlands

Search for other papers by D. Schüttemeyer in
Current site
Google Scholar
PubMed
Close
,
Ch Schillings Institut für Technische Thermodynamik, Deutsches Zentrum für Luft- und Raumfahrt (DLR-Stuttgart), Stuttgart, Germany

Search for other papers by Ch Schillings in
Current site
Google Scholar
PubMed
Close
,
A. F. Moene Meteorology and Air Quality Group, Wageningen University, Wageningen, Netherlands

Search for other papers by A. F. Moene in
Current site
Google Scholar
PubMed
Close
, and
H. A. R. de Bruin Meteorology and Air Quality Group, Wageningen University, Wageningen, Netherlands

Search for other papers by H. A. R. de Bruin in
Current site
Google Scholar
PubMed
Close
Restricted access

Abstract

A simple satellite-based algorithm for estimating actual evaporation based on Makkink’s equation is applied to a seasonal cycle in 2002 at three test sites in Ghana, West Africa: at a location in the humid tropical southern region and two in the drier northern region. The required input for the algorithm is incoming solar radiation, air temperature at standard level, and the green-vegetation fraction. These data are obtained from Meteorological Satellite (Meteosat) and Moderate-Resolution Imaging Spectroradiometer (MODIS) images. The observation period includes the rapid wet-to-dry transition after the wet season. Incoming solar radiation and air temperature are validated against local measurements at the three sites. It is found that the incoming solar radiation obtained from Meteosat corresponds well with the measurements. For air temperature from Meteosat data, the diurnal cycle is realistically reproduced but is in need of a bias correction. The algorithm output is compared with the evapotranspiration data obtained from hourly large-aperture scintillometer observations and simultaneous “in situ” measurements of net radiation and soil heat flux. It is found that the actual evapotranspiration can be monitored using the modified Makkink method, with daily mean errors of between 5% and 35% of measured evapotranspiration and a seasonal error smaller than 5%. Furthermore, it appears that the algorithm realistically describes the daily cycle of evapotranspiration.

Corresponding author address: Dirk Schüttemeyer, Ludwig-Maximilians-University Munich, Luisenstraße 37, 80333 Munich, Germany. Email: d.schuettemeyer@iggf.geo.uni-muenchen.de

Abstract

A simple satellite-based algorithm for estimating actual evaporation based on Makkink’s equation is applied to a seasonal cycle in 2002 at three test sites in Ghana, West Africa: at a location in the humid tropical southern region and two in the drier northern region. The required input for the algorithm is incoming solar radiation, air temperature at standard level, and the green-vegetation fraction. These data are obtained from Meteorological Satellite (Meteosat) and Moderate-Resolution Imaging Spectroradiometer (MODIS) images. The observation period includes the rapid wet-to-dry transition after the wet season. Incoming solar radiation and air temperature are validated against local measurements at the three sites. It is found that the incoming solar radiation obtained from Meteosat corresponds well with the measurements. For air temperature from Meteosat data, the diurnal cycle is realistically reproduced but is in need of a bias correction. The algorithm output is compared with the evapotranspiration data obtained from hourly large-aperture scintillometer observations and simultaneous “in situ” measurements of net radiation and soil heat flux. It is found that the actual evapotranspiration can be monitored using the modified Makkink method, with daily mean errors of between 5% and 35% of measured evapotranspiration and a seasonal error smaller than 5%. Furthermore, it appears that the algorithm realistically describes the daily cycle of evapotranspiration.

Corresponding author address: Dirk Schüttemeyer, Ludwig-Maximilians-University Munich, Luisenstraße 37, 80333 Munich, Germany. Email: d.schuettemeyer@iggf.geo.uni-muenchen.de

Save
  • Allen, R. G., 2000: Using the FAO-56 dual crop coefficient method over an irrigated region as part of an evapotranspiration intercomparison study. J. Hydrol., 229 , 2741.

    • Search Google Scholar
    • Export Citation
  • Allen, R. G., L. S. Pereira, D. Raes, and M. Smith, 1998: Crop evapotranspiration: Guidelines for computing crop water requirements. FAO Irrigation and Drainage Paper 56, 328 pp.

  • Allen, R. G., and Coauthors, 2000: Issues, requirements and challenges in selecting and specifying a standardized ET equation. Proc. Fourth National Irrigation Symp., Phoenix, AZ, ASCE, 201–208.

  • Bastiaanssen, W. G. M., M. Menenti, R. A. Feddes, and A. A. M. Holtslag, 1998a: A remote sensing energy balance algorithm for land, SEBAL: 1. Formulation. J. Hydrol., 212–213 , 198212.

    • Search Google Scholar
    • Export Citation
  • Bastiaanssen, W. G. M., H. Pelgrum, J. Wang, Y. Ma, J. F. Moreno, G. J. Roerink, and T. van der Wal, 1998b: A remote sensing surface energy balance algorithm for land (SEBAL): 2. Validation. J. Hydrol., 212–213 , 213229.

    • Search Google Scholar
    • Export Citation
  • Bastiaanssen, W. G. M., E. J. M. Noordman, H. Pelgrum, G. Davids, B. P. Thoreson, and R. G. Allen, 2005: SEBAL model with remotely sensed data to improve water-resources management under actual field conditions. J. Irrig. Drain. Eng., 131 , 8593.

    • Search Google Scholar
    • Export Citation
  • Burpee, R. W., 1972: The origin and structure of easterly waves in the lower troposphere of North Africa. J. Atmos. Sci., 29 , 7790.

  • Cano, D., J. M. Monget, M. Albuisson, H. Guillard, N. Regas, and L. Wald, 1986: A method for the determination of the global solar radiation from meteorological satellite data. Sol. Energy, 37 , 3139.

    • Search Google Scholar
    • Export Citation
  • Carlson, T. N., and D. A. Ripley, 1997: On the relation between NDVI, fractional vegetation cover, and leaf area index. Remote Sens. Environ., 62 , 241252.

    • Search Google Scholar
    • Export Citation
  • Choudhury, B. J., and H. A. R. De Bruin, 1995: First order approach for estimating unstressed transpiration from meteorological satellite data. Adv. Space Res., 16 , 167176.

    • Search Google Scholar
    • Export Citation
  • De Bruin, H. A. R., 1987: From Penman to Makkink. Evaporation and Weather, Proceedings and Information, Technical Meeting of the Committee for Hydrological Research, Vol. 39, Den Haag, Netherlands, Committee for Hydrological Research, 5–30.

  • De Bruin, H. A. R., W. Kohsiek, and B. J. M. van den Hurk, 1993: A verification of some methods to determine the fluxes of momentum, sensible heat, and water vapor using standard deviation and structure parameter of scalar meteorological quantities. Bound.-Layer Meteor., 63 , 231257.

    • Search Google Scholar
    • Export Citation
  • De Bruin, H. A. R., W. Kohsiek, and B. J. M. van den Hurk, 1995: The scintillation method tested over a dry vineyard area. Bound.-Layer Meteor., 93 , 453468.

    • Search Google Scholar
    • Export Citation
  • Doorenbos, J., and W. O. Pruitt, 1977: Guidelines for predicting crop water requirements. FAO Irrigation and Drainage Paper 24, 179 pp.

  • Gash, J. H. C., and Coauthors, 1997: The variability of evaporation during the HAPEX-Sahel intensive observation period. J. Hydrol., 188–189 , 385399.

    • Search Google Scholar
    • Export Citation
  • Hammer, A., D. Heinemann, C. Hoyer, R. Kuhlemann, E. Lorenz, R. Mueller, and H. G. Beyer, 2003: Solar energy assessment using remote sensing technologies. Remote Sens. Environ., 86 , 423432.

    • Search Google Scholar
    • Export Citation
  • Hanan, N. P., S. D. Prince, and P. H. Y. Hiernaux, 1991: Spectral modelling of multicomponent landscapes in the Sahel. Int. J. Remote Sens., 12 , 12431258.

    • Search Google Scholar
    • Export Citation
  • Hartogensis, O. K., C. J. Watts, J-C. Rodriguez, and H. A. R. De Bruin, 2003: Derivation of an effective height for scintillometers: La Poza experiment in northwest Mexico. J. Hydrometeor., 4 , 915928.

    • Search Google Scholar
    • Export Citation
  • Hemakumara, H. M., L. Chandrapala, and A. F. Moene, 2003: Evapotranspiration fluxes over mixed vegetation areas measured from large aperture scintillometer. Agric. Water Manage., 58 , 109122.

    • Search Google Scholar
    • Export Citation
  • Hólm, E., E. Andersson, A. Beljaars, P. Lopez, J-F. Mahfouf, A. Simmons, and J-N. Thépaut, 2002: Assimilation and modeling of the hydrological cycle: ECMWF’s status and plans. ECMWF Tech. Memo. 383, 55 pp.

  • Huete, A., K. Didan, T. Miura, E. P. Rodriguez, X. Gao, and L. G. Ferreira, 2002: Overview of the radiometric and biophysical performance of the MODIS vegetation indices. Remote Sens. Environ., 83 , 195213.

    • Search Google Scholar
    • Export Citation
  • Ineichen, P., and R. Perez, 1999: Derivation of cloud index from geostationary satellites and application to the production of solar irradiance and daylight illuminance data. Theor. Appl. Climatol., 64 , 119130.

    • Search Google Scholar
    • Export Citation
  • Ineichen, P., and R. Perez, 2002: A new airmass independent formulation for the Linke turbidity coefficient. Sol. Energy, 73 , 151157.

    • Search Google Scholar
    • Export Citation
  • Jia, L., and Coauthors, 2003: Estimation of sensible heat flux using the Surface Energy Balance System (SEBS) and ATSR measurements. Phys. Chem. Earth, 28 , 7588.

    • Search Google Scholar
    • Export Citation
  • Kasei, C. N., 1988: The physical environment of semiarid Ghana. Challenges in Dryland Agriculture—A Global Perspective, Proc. Int. Conf. on Dryland Farming, College Station, TX, 350–354.

    • Search Google Scholar
    • Export Citation
  • Kite, G. W., and P. Droogers, 2000: Comparing evapotranspiration estimates from satellites, hydrological models and field data. J. Hydrol., 229 , 318.

    • Search Google Scholar
    • Export Citation
  • Liu, H. Q., and A. R. Huete, 1995: A feedback based modification of the NDVI to minimize canopy background and atmospheric noise. IEEE Trans. Geosci. Remote Sens., 33 , 457465.

    • Search Google Scholar
    • Export Citation
  • Ma, Y., M. Menenti, O. Tsukamoto, H. Ishikawa, J. Wang, and Q. Gao, 2004: Remote sensing parameterization of regional land surface heat fluxes over arid area in northwestern China. J. Arid Environ., 57 , 257273.

    • Search Google Scholar
    • Export Citation
  • Makkink, G. F., 1957: Testing the Penman formula by means of lysimeters. Int. J. Water Eng., 11 , 277288.

  • Mannstein, H., C. Schillings, H. Broesamle, and F. Trieb, 1999: Using a Meteosat cloud index to model the performance of solar thermal power stations. EUMETSAT Meteorological Satellite Data User’s Conf., Copenhagen, Denmark, EUMETSAT, 239–246.

  • Meijninger, W. M. L., A. E. Green, O. K. Hartogensis, W. Kohsiek, J. C. B. Hoedjes, R. M. Zuurbier, and H. A. R. De Bruin, 2002: Determination of area-averaged water vapor fluxes with large aperture and radio wave scintillometers over a heterogeneous surface flevoland field experiment. Bound.-Layer Meteor., 105 , 6383.

    • Search Google Scholar
    • Export Citation
  • Moene, A. F., 2003: Effects of water vapor on the structure parameter of the refractive index for near-infrared radiation. Bound.-Layer Meteor., 107 , 635653.

    • Search Google Scholar
    • Export Citation
  • Niyogi, D. S., Y. Xue, and S. Raman, 2002: Hydrological land surface response in a tropical regime and a midlatitudinal regime. J. Hydrometeor., 3 , 3956.

    • Search Google Scholar
    • Export Citation
  • Penman, H. L., 1956: Estimating evaporation. Trans. Amer. Geophys. Union, 37 , 4346.

  • Perez, R., P. Ineichen, K. Moore, M. Kmiecik, C. Chain, R. George, and F. Vignola, 2002: A new operational satellite-to-irradiance model—Description and validation. Sol. Energy, 73 , 307317.

    • Search Google Scholar
    • Export Citation
  • Priestley, C. H. B., and R. J. Taylor, 1972: On the assessment of surface heat flux and evaporation using large-scale parameters. Mon. Wea. Rev., 100 , 8182.

    • Search Google Scholar
    • Export Citation
  • Rigollier, C., M. Lefèvre, and L. Wald, 2001: Heliosat version 2. EU-project SODA: Integration and Exploitation of Networked Solar Irradiation Databases for Environment Monitoring Deliverable No. D3.2, 37 pp.

  • Schädlich, S., F. M. Göttsche, and F-S. Olesen, 2001: Influence of land surface parameters and atmosphere on Meteosat brightness temperatures and generation of land surface temperature maps by temporally and spatially interpolating atmospheric correction. Remote Sens. Environ., 75 , 3946.

    • Search Google Scholar
    • Export Citation
  • Schüttemeyer, D., A. F. Moene, A. A. M. Holtslag, H. A. R. de Bruin, and N. van de Giesen, 2006: Surface fluxes and characteristics of drying semi-arid terrain in West Africa. Bound.-Layer Meteor., 118 , 583612.

    • Search Google Scholar
    • Export Citation
  • Shuttleworth, W. J., 1993: Evaporation. Handbook of Hydrology, D. R. Maidment, Ed., McGraw-Hill, 4.1–4.53.

  • Stuhlmann, R., M. Rieland, and E. Raschke, 1989: An improvement of the IGMK model to derive total and diffuse solar radiation at the surface from satellite data. J. Appl. Meteor., 29 , 586603.

    • Search Google Scholar
    • Export Citation
  • Sun, D., and R. T. Pinker, 2003: Estimation of land surface temperature from Geostationary Operational Environmental Satellite (GOES-8). J. Geophys. Res., 108 .4326, doi:10.1029/2002JD002422.

    • Search Google Scholar
    • Export Citation
  • Van de Giesen, N., H. Kunstmann, G. Jung, J. Liebe, M. Andreini, and P. L. G. Vlek, 2001: The GLOWA Volta project: Integrated assessment of feedback mechanisms between climate, landuse, and hydrology. Adv. Global Change Res., 10 , 151170.

    • Search Google Scholar
    • Export Citation
  • Wald, L., and Coauthors, 2002: SoDa: A project for the integration and exploitation of networked solar radiation databases. Environmental Communication in the Information Society, Proc. 16th Int. Conf. on “Informatics for Environmental Protection,” Part 2, Vienna, Austria, International Society for Environmental Protection, 713–720.

  • Wallace, J. S., and C. J. Holwill, 1997: Soil evaporation from tiger bush in South-West Niger. J. Hydrol., 188–189 , 426442.

  • Wallace, J. S., and Coauthors, 1992: SEBEX: The Sahelian Energy Balance Experiment. ODA Rep. 92/9, 51 pp.

  • Wesely, M. L., 1976: The combined effect of temperature and humidity fluctuations on refractive index. J. Appl. Meteor., 15 , 4349.

  • Wyngaard, J. C., 1973: On surface-layer turbulence. Workshop on Micrometeorology, D. A. Haugen, Ed., Amer. Meteor. Soc., 101–149.

All Time Past Year Past 30 Days
Abstract Views 0 0 0
Full Text Views 1388 963 269
PDF Downloads 304 78 7