Performance of HIRLAM in a Semiarid Heterogeneous Region: Evaluation of the Land Surface and Boundary Layer Description Using EFEDA Observations

Anne M. Jochum ALFAclima Asesoramiento Medioambiental, Albacete, Spain, and Wageningen University, Wageningen, Netherlands

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Ernesto Rodríguez Camino Instituto Nacional de Meteorología, Madrid, Spain

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Hendrik A. R. de Bruin Wageningen University, Wageningen, Netherlands

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Albert A. M. Holtslag Wageningen University, Wageningen, Netherlands

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Abstract

Observations from the European Field Experiment in a Desertification-threatened Area (EFEDA) are used to evaluate the performance of the radiation, land surface, and boundary layer description of the numerical weather prediction (NWP) system High-Resolution Limited Area Model (HIRLAM) in semiarid conditions. Model analysis and 6-h forecast data of the fully coupled three-dimensional model are compared with the comprehensive dataset of a case study representing a sample of 22 days of anticyclonic conditions. Distributed micrometeorological surface stations, radiosondes, flux aircraft, and airborne lidar provide a unique validation dataset of the diurnal cycle of surface and boundary layer processes.

The model surface, soil, and boundary layer are found to be too moist and slightly too cold during most of the diurnal cycle. The model radiation and surface energy budgets are biased toward more humid conditions.

Model shortcomings are identified essentially in four areas. These are the moisture data assimilation, the land-use and soil classification with its associated physiographic database, the aerosol parameterization in the radiation code, and the boundary layer vertical resolution and entrainment description.

Practical steps for immediate improvement of the model performance are proposed. They focus on the use of a land-use and soil classification and physiographic database adapted to Mediterranean landscapes, in combination with the inclusion of aerosol parameters in the radiation scheme, that account for the typically higher aerosol load of arid and semiarid environments.

Corresponding author address: Dr. Anne M. Jochum, ALFAclima Asesoramiento Medioambiental, Avenida de España, 9, E-02002 Albacete, Spain. Email: ajochum@terra.es

Abstract

Observations from the European Field Experiment in a Desertification-threatened Area (EFEDA) are used to evaluate the performance of the radiation, land surface, and boundary layer description of the numerical weather prediction (NWP) system High-Resolution Limited Area Model (HIRLAM) in semiarid conditions. Model analysis and 6-h forecast data of the fully coupled three-dimensional model are compared with the comprehensive dataset of a case study representing a sample of 22 days of anticyclonic conditions. Distributed micrometeorological surface stations, radiosondes, flux aircraft, and airborne lidar provide a unique validation dataset of the diurnal cycle of surface and boundary layer processes.

The model surface, soil, and boundary layer are found to be too moist and slightly too cold during most of the diurnal cycle. The model radiation and surface energy budgets are biased toward more humid conditions.

Model shortcomings are identified essentially in four areas. These are the moisture data assimilation, the land-use and soil classification with its associated physiographic database, the aerosol parameterization in the radiation code, and the boundary layer vertical resolution and entrainment description.

Practical steps for immediate improvement of the model performance are proposed. They focus on the use of a land-use and soil classification and physiographic database adapted to Mediterranean landscapes, in combination with the inclusion of aerosol parameters in the radiation scheme, that account for the typically higher aerosol load of arid and semiarid environments.

Corresponding author address: Dr. Anne M. Jochum, ALFAclima Asesoramiento Medioambiental, Avenida de España, 9, E-02002 Albacete, Spain. Email: ajochum@terra.es

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  • Avissar, R., and R. A. Pielke, 1989: A parameterization of heterogeneous land surfaces for atmospheric numerical models and its impact on regional meteorology. Mon. Wea. Rev, 117 , 21132136.

    • Search Google Scholar
    • Export Citation
  • Betts, A. K., and J. H. Ball, 1998: FIFE surface climate and site-averaged dataset 1987–89. J. Atmos. Sci, 55 , 10911108.

  • Betts, A. K., J. H. Ball, and A. C. M. Beljaars, 1993: Comparison between the land-surface response of the ECMWF model and the FIFE-1987 data. Quart. J. Roy. Meteor. Soc, 119 , 9751001.

    • Search Google Scholar
    • Export Citation
  • Betts, A. K., F. Chen, K. E. Mitchell, and Z. I. Janjic, 1997: Assessment of the land surface and boundary layer models in two operational versions of the NCEP Eta Model using FIFE data. Mon. Wea. Rev, 125 , 28962916.

    • Search Google Scholar
    • Export Citation
  • Betts, A. K., P. Viterbo, and A. C. M. Beljaars, 1998: Comparison of the land-surface interaction in the ECMWF reanalysis model with the 1987 FIFE data. Mon. Wea. Rev, 126 , 186198.

    • Search Google Scholar
    • Export Citation
  • Betts, A. K., P. Viterbo, A. C. M. Beljaars, and B. J. J. M. van den Hurk, 2001: Impact of BOREAS on the ECMWF forecast model. J. Geophys. Res, 106 , 3359333603.

    • Search Google Scholar
    • Export Citation
  • Bolle, H-J., and Coauthors, 1993: EFEDA: European Field Experiment in a Desertification-threatened Area. Ann. Geophys, 11 , 173189.

  • Bouttier, F., J-F. Mahfouf, and J. Noilhan, 1993a: Sequential assimilation of soil moisture from atmospheric low-level parameters. Part I: Sensitivity and calibration studies. J. Appl. Meteor, 32 , 13351351.

    • Search Google Scholar
    • Export Citation
  • Bouttier, F., J-F. Mahfouf, and J. Noilhan, 1993b: Sequential assimilation of soil moisture from atmospheric low-level parameters. Part II: Implementation in a mesoscale model. J. Appl. Meteor, 32 , 13521364.

    • Search Google Scholar
    • Export Citation
  • Braud, I., J. Noilhan, P. Bessemoulin, P. Masacart, R. Haverkamp, and M. Vauclin, 1993: Bare-ground surface heat and water exchanges under dry conditions: Observations and parameterization. Bound.-Layer Meteor, 66 , 173200.

    • Search Google Scholar
    • Export Citation
  • Bringfelt, B., M. Heikinheimo, N. Gustafsson, V. Perov, and A. Lindroth, 1999: A new land surface treatment for HIRLAM—Comparisons with NOPEX measurements. Agric. For. Meteor, 198– 199 , 239256.

    • Search Google Scholar
    • Export Citation
  • Calera Belmonte, A., 2000: Seguimiento mediante teledetección de la cubierta vegetal de los cultivos de secano y su relación con variables climáticas en Castilla La Mancha. Ph.D. thesis, University of Valencia, 315 pp. [Available from A. Calera, IDR, E-02071 Albacete, Spain.].

    • Search Google Scholar
    • Export Citation
  • Champeaux, J-L., D. Arcos, E. Bazile, D. Giard, J-P. Goutorbe, F. Habets, J. Noilhan, and J-L. Roujean, 2000: AVHRR-derived vegetation mapping over western Europe for use in numerical weather prediction models. Int. J. Remote Sens, 21 , 11831199.

    • Search Google Scholar
    • Export Citation
  • Cuxart, J., P. Bougeault, and J. L. Redelsperger, 2000: A turbulence scheme allowing for mesoscale and large-eddy simulations. Quart J. Roy. Meteor. Soc, 126 , 130.

    • Search Google Scholar
    • Export Citation
  • Dee, D. P., and A. M. da Silva, 2003: The choice of variable for atmospheric moisture analysis. Mon. Wea. Rev, 131 , 155171.

  • Geleyn, J. F., 1988: Interpolation of wind, temperature and humidity values from the model levels to the height of measurement. Tellus, 40A , 347351.

    • Search Google Scholar
    • Export Citation
  • Giard, D., and E. Bazile, 2000: Implementation of a new assimilation scheme for soil and surface variables in a global NWP model. Mon. Wea. Rev, 128 , 9971015.

    • Search Google Scholar
    • Export Citation
  • Giordani, H., J. Noilhan, P. Lacarrère, P. Bessemoulin, and P. Mascart, 1996: Modelling the surface processes and the atmospheric boundary layer for semi-arid conditions. Agric. For. Meteor, 80 , 263287.

    • Search Google Scholar
    • Export Citation
  • Gustafsson, D., and Coauthors, 2003: Boreal forest surface parameterization in the ECMWF model–1D test with NOPEX long-term data. J. Appl. Meteor, 42 , 95112.

    • Search Google Scholar
    • Export Citation
  • Halldin, S., S. E. Gryning, L. Gottschalk, A. M. Jochum, L-C. Lundin, and A. A. Van de Griend, 1999: Energy, water and carbon exchange in a boreal forest landscape—NOPEX experiences. Agric. For. Meteor, 98–99 , 529.

    • Search Google Scholar
    • Export Citation
  • Holben, B. N., and Coauthors, 2001: An emerging ground-based aerosol climatology: Aerosol optical depth from AERONET. J. Geophys. Res, 106 , 1206712097.

    • Search Google Scholar
    • Export Citation
  • Holtslag, A. A. M., E. van Meijgaard, and W. C. de Rooy, 1995: A comparison of boundary-layer diffusion schemes in unstable conditions over land. Bound.-Layer Meteor, 76 , 6995.

    • Search Google Scholar
    • Export Citation
  • Holtslag, A. A. M., and M. Ek, 1996: Simulation of surface fluxes and boundary layer development over the pine forest in HAPEX-MOBILHY. J. Appl. Meteor, 35 , 202213.

    • Search Google Scholar
    • Export Citation
  • Jochum, A. M., 1993: Evaporation and energy fluxes during EFEDA: Horizontal variability and area averaging. Exchange Processes at the Land Surface for a Range of Space and Time Scales. H.-J. Bolle, R. A. Feddes, and J. D. Kalma, Eds., IAHS Press, 373–381.

    • Search Google Scholar
    • Export Citation
  • Jochum, A. M., P. Kabat, and R. Hutjes, 2000: The role of remote sensing in land-surface experiments within BAHC and ISLSCP. Observing Land from Space: Science, Customers and Technology, M. Verstraete, M. Menenti, and J. Peltoniemi, Eds., Kluwer Academic, 91–103.

    • Search Google Scholar
    • Export Citation
  • Kiemle, C., M. Kästner, and G. Ehret, 1995: The convective boundary layer structure from lidar and radiosonde measurements during the EFEDA'91 campaign. J. Atmos. Oceanic Technol, 12 , 771782.

    • Search Google Scholar
    • Export Citation
  • Koster, R. D., and M. J. Suarez, 1992: Modeling the land surface boundary in climate models as a composite of independent vegetation stands. J. Geophys. Res, 97 , 26972715.

    • Search Google Scholar
    • Export Citation
  • Lenderink, G., and A. A. M. Holtslag, 2000: Evaluation of the kinetic energy approach for modeling turbulent fluxes in stratocumulus. Mon. Wea. Rev, 128 , 244258.

    • Search Google Scholar
    • Export Citation
  • Linder, W., J. Noilhan, M. Berger, K. Bluemel, E. Blyth, and G. Boulet, 1996: Intercomparison of surface schemes using EFEDA flux data. CNRM Rep. 39, Météo-France, 86 pp. [Available from J. Noilhan, CNRM, F-31057, Toulouse, France.].

    • Search Google Scholar
    • Export Citation
  • Louis, J. F., 1979: A parametric model of vertical eddy fluxes in the atmosphere. Bound.-Layer Meteor, 17 , 187202.

  • Louis, J. F., M. Tiedtke, and J. F. Geleyn, 1982: A short history of the PBL parameterization at ECMWF. Proc. ECMWF Workshop on Planetary Boundary Layer Parameterization, Reading, United Kingdom, ECMWF, 59–80. [Available from ECMWF, Shinfield Park, Reading, Berkshire RG29AX, United Kingdom.].

    • Search Google Scholar
    • Export Citation
  • Mahfouf, J-F., 1991: Analysis of soil moisture from near-surface parameters: A feasibility study. J. Appl. Meteor, 30 , 15341547.

  • Mahfouf, J-F., and J. Noilhan, 1996: Inclusion of gravitational drainage in a land surface scheme based on the force-restore method. J. Appl. Meteor, 35 , 987992.

    • Search Google Scholar
    • Export Citation
  • Mahrt, L., 1991: Boundary-layer moisture regimes. Quart. J. Roy. Meteor. Soc, 117 , 151176.

  • Manzi, A. O., and S. Planton, 1994: Implementation of the ISBA parameterization scheme for land surface processes in a GCM— An annual cycle experiment. J. Hydrol, 155 , 353387.

    • Search Google Scholar
    • Export Citation
  • Martínez, C., and A. Calera, 2001: Irrigated crop area estimation from thematic map using Landsat TM imagery in La Mancha (Spain). Photogramm. Eng. Remote Sens, 67 , 11771184.

    • Search Google Scholar
    • Export Citation
  • Masson, V., J-L. Champeaux, F. Chauvin, C. Meriguet, and R. Lacaze, 2003: A global database of land surface parameters at 1‐km resolution in meteorological and climate models. J. Climate, 16 , 12611282.

    • Search Google Scholar
    • Export Citation
  • Miao, J-F., L. J. M. Kroon, J. Vilà-Guerau de Arellano, and A. A. M. Holtslag, 2003: Impacts of topography and land degradation on the sea breeze over eastern Spain. Meteor. Atmos. Phys, 84 , 157170.

    • Search Google Scholar
    • Export Citation
  • Michels, B. I., and A. M. Jochum, 1995: Heat and moisture flux profiles in a region with inhomogeneous surface evaporation. J. Hydrol, 166 , 383407.

    • Search Google Scholar
    • Export Citation
  • Noilhan, J., and S. Planton, 1989: A simple parameterization of land surface processes for meteorological models. Mon. Wea. Rev, 117 , 536549.

    • Search Google Scholar
    • Export Citation
  • Noilhan, J., P. Lacarrère, A. J. Dolman, and E. M. Blyth, 1997: Defining area-average parameters in meteorological models for land surface with mesoscale heterogeneity. J. Hydrol, 190 , 302326.

    • Search Google Scholar
    • Export Citation
  • Paltridge, G. W., 1973: Direct measurements of water vapor absorption of solar radiation in the free atmosphere. J. Atmos. Sci, 30 , 156160.

    • Search Google Scholar
    • Export Citation
  • Rodríguez, E., B. Navascués, J. J. Ayuso, and S. Järvenoja, 2003: Analysis of surface variables and parameterization of surface processes in HIRLAM. Part I: Approach and verification by parallel runs. HIRLAM Tech. Rep. 58, SMHI, 52 pp. [Available from Per Unden, SMHI, S-601 76 Norrkoeping, Sweden.].

    • Search Google Scholar
    • Export Citation
  • Sass, B. H., L. Rontu, and P. Räisänen, 1994: HIRLAM-2 radiation scheme: Documentation and tests. HIRLAM Tech. Rep. 16, SMHI, 42 pp. [Available from Per Unden, SMHI, S-601 76 Norrkoeping, Sweden.].

    • Search Google Scholar
    • Export Citation
  • Savijärvi, H., 1990: Fast radiation parameterization schemes for mesoscale and short-range forecast models. J. Appl. Meteor, 29 , 437447.

    • Search Google Scholar
    • Export Citation
  • Sellers, P. J., F. G. Hall, G. Asrar, D. E. Strebel, and R. E. Murphy, 1992: An overview of the First ISLSCP Field Experiment. J. Geophys. Res, 97 , 1834518372.

    • Search Google Scholar
    • Export Citation
  • Sellers, P. J., and Coauthors, 1997: BOREAS in 1997: Experiment overview, scientific results and future directions. J. Geophys. Res, 102 , 2873128769.

    • Search Google Scholar
    • Export Citation
  • Trenberth, K. E., and C. J. Guillemot, 1998: Evaluation of the atmospheric moisture and hydrological cycles in the NCEP/NCAR reanalyses. Climate Dyn, 14 , 213231.

    • Search Google Scholar
    • Export Citation
  • Unden, P., and Coauthors, 2002: The HIRLAM model (version 5.2). HIRLAM Scientific Rep., 144 pp. [Available online at http://hirlam.knmi.nl/open/publications/SciDoc_Dec2002.pdf.].

    • Search Google Scholar
    • Export Citation
  • van den Hurk, B. J. J. M., P. Viterbo, A. C. M. Beljaars, and A. K. Betts, 2000: Offline validation of the ERA40 surface scheme. ECMWF Tech. Memo. 295, 42 pp. [Available from ECMWF, Shinfield Park, Reading, Berkshire RG2 9AX, United Kingdom.].

    • Search Google Scholar
    • Export Citation
  • Viterbo, P., and A. C. M. Beljaars, 1995: A new land surface parameterization scheme in the ECMWF model and its validation. J. Climate, 8 , 27162748.

    • Search Google Scholar
    • Export Citation
  • Vogelezang, D. H. P., and A. A. M. Holtslag, 1996: Evaluation and model impacts of alternative boundary-layer height formulations. Bound.-Layer Meteor, 81 , 245269.

    • Search Google Scholar
    • Export Citation
  • Yu, H., R. E. Dickinson, M. Chin, Y. J. Kaufman, B. N. Holsen, I. V. Geogdzhayev, and M. I. Mischenko, 2003: Annual cycle of global distributions of aerosol optical depth from integration of MODIS retrievals and GOCART model simulations. J. Geophys. Res.,108, 4128, doi:10.1029/2002JD002717.

    • Search Google Scholar
    • Export Citation
  • Yucel, I., W. J. Shuttleworth, and J. Washburne, 1998: Evaluating NCEP Eta Model–derived data against observations. Mon. Wea. Rev, 126 , 19771991.

    • Search Google Scholar
    • Export Citation
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