Skip to main content
Log in

UNCERTAINTY IN THE SPECIFICATION OF SURFACE CHARACTERISTICS: A STUDY OF PREDICTION ERRORS IN THE BOUNDARY LAYER

  • Published:
Boundary-Layer Meteorology Aims and scope Submit manuscript

Abstract

The effects of uncertainty in the specification of surface characteristics on simulated atmospheric boundary layer (ABL) processes and structure were investigated using a one-dimensional soil-vegetation-boundary layer model. Observational data from the First International Satellite Land Surface Climatology Project Field Experiment were selected to quantify prediction errors in simulated boundary-layer parameters. Several numerical 12-hour simulations were performed to simulate the convective boundary-layer structure, starting at 0700 LT 6 June 1987.

In the control simulation, measured surface parameters and atmospheric data were used to simulate observed boundary-layer processes. In the remaining simulations, five surface parameters – soil texture, initial soil moisture, minimum stomatal resistance, leaf area index, and vegetation cover – were varied systematically to study how uncertainty in the specification of these surface parameters affects simulated boundary-layer processes.

The simulated uncertainty in the specification of these five surface parameters resulted in a wide range of errors in the prediction of turbulent fluxes, mean thermodynamic structure, and the depth of the ABL. Under certain conditions uncertainty in the specifications of soil texture and minimum stomatal resistance had the greatest influence on the boundary-layer structure. A lesser but still moderately strong effect on the simulated ABL resulted from (1) a small decrease (4%) in the observed initial soil moisture (although a large increase [40%] had only a marginal effect), and (2) a large reduction (66%) in the observed vegetation cover. High uncertainty in the specification of leaf area index had only a marginal impact on the simulated ABL. It was also found that the variations in these five surface parameters had a negligible effect on the simulated horizontal wind fields. On the other hand, these variations had a significant effect on the vertical distribution of turbulent heat fluxes, and on the predicted maximum boundary-layer depth, which varied from about 1400–2300 m across the 11 simulations. Thus, uncertainties in the specification of surface parameters can significantly affect the simulated boundary-layer structure in terms of meteorological and air quality model predictions.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Acs, R., Mihailocic, D. T., and Rajkovic, B.: 1991, 'ACoupled Soil Moisture and Surface Temperature Prediction Model’, J. Appl. Meteorol.30, 812–822.

    Google Scholar 

  • Alapaty, K., Pleim, J. E., Raman, S., Niyogi, D. S., and Byun, D. W.: 1997, 'Simulation of Atmospheric Boundary-layer Processes Using Local-and Nonlocal-closure Schemes’, J. Appl. Meteorol.36, 214–233.

    Google Scholar 

  • Andre, J.-C., Bougeault, Ph., Mahfouf, J.-F., Mascart, P., Noilhan, J., and Pinty, J.-P.: 1989, 'Impact of Forest on Mesoscale Meteorology’, Philos. Trans. R. Soc. London Ser.B. 324, 408–422.

    Google Scholar 

  • Andre, J. C., Goutorbe, J. P., and Perrier, A.:1986, 'HAPEX-MOBILHY: A Hydrologic Atmospheric Experiment for the Study of Water Budget and Evaporation Flux at the Climate Scale’, Bull.Amer. Meteorol. Soc. 67, 138–144.

    Google Scholar 

  • Anthes, R. A., Hsie, E.-Y., and Kuo, Y.-H.: 1987, 'Description of the Penn State/NCAR Mesoscale Model Version 4 (MM4)’, NCAR Tech. Note, NCAR/TN-282+STR, 66 pp.

  • Anthes, R. A.: 1984, 'Enhancement of Precipitation by Mesoscale Variations in Vegetative Covering and Semiarid Regions’, J. Climate Appl. Meteorol.23, 541–553.

    Google Scholar 

  • Avissar, R.: 1993, 'Observations of Leaf Stomatal Conductance at the Canopy Scale: An Atmospheric Modeling Perspective’, Boundary-Layer Meteorol. 64, 127–148.

    Google Scholar 

  • Businger, J. A., Wyngaard, J. C., Izumi, Y., and Bradley, E. F.: 1971, 'Flux-profile Relationship in the Atmospheric Surface Layer’, J. Atmos. Sci.28, 181–189.

    Google Scholar 

  • Clapp, R. B. and Hornberger, G. M.: 1978, 'Empirical Equations for Some Hydraulic Properties’, Water Resour. Res. 14, 601–604.

    Google Scholar 

  • da Rocha, H., Nobre, C. A., Bonatti, J. P., Wright, I. R., and Sellers, P. J.: 1996, 'A Vegetation-atmosphere Interaction Study for Amazonia Deforestation Using Field Data and a Single Column Model’, Quart. J. Roy. Meteorol. Soc.122, 567–594.

    Google Scholar 

  • Deardorff, J.: 1978, 'Efficient Prediction of Ground Surface Temperature and Moisture, with Inclusion of a Layer of Vegetation’, J. Geophys. Res.83, 1889–1903.

    Google Scholar 

  • Dickinson, R. E., Henderson-Sellers, A., and Kennedy, P. J.: 1993, 'Biosphere-Atmosphere Transfer Scheme (BATS) Version 1e as Coupled to the NCAR Community Climate Model’, NCAR Tech. Note, NCAR/TN-387+STR, 72 pp.

  • Ek, M. and Cuenca, R. H.: 1994, 'Variation in Soil Parameters: Implications for Modeling Surface Fluxes and Atmospheric Boundary-Layer Development’, Boundary-Layer. Meteorol.70, 369–383.

    Google Scholar 

  • Farquhar, G. D. and Sharkey, T. D.: 1982, 'Stomatal Conductance and Photosynthesis’, Ann. Rev. Plant Physiol.33, 317–345.

    Google Scholar 

  • Henderson-Sellers, A.: 1993, 'A Factorial Assessment of the Sensitivity of the BATS Land-surface Parameterization Scheme’, J. Climate 6, 227–247.

    Google Scholar 

  • Jacobs, C. M. J. and de Bruin, H. A. R.: 1992, 'The Sensitivity of Regional Transpiration to Land Surface Characteristics: Significance of Feedback’, J. Climate 5, 683–698.

    Google Scholar 

  • Jacquemin, B. and Noilhan, J.: 1990, 'Sensitivity Study and Validation of Land Surface Parameteri-zation Using the HAPEX-MOBILHY Data Set’, Boundary-Layer Meteorol.52, 93–134.

    Google Scholar 

  • Kim, C. P. and Stricker, J. N.: 1996, 'Consistency of Modeling the Water Budget Over Long Time Series: Comparison of Simple Parameterizations and a Physically Based Model’, J. Appl. Mete-orol. 35, 749–760.

    Google Scholar 

  • Mahfouf, J.-F., Richard, E., and Mascart, P.: 1987, 'The Influence of Soil and Vegetation on the Development of Mesoscale Circualtions’, J. Climate and Appl. Meteorol. 26, 1483–1495.

    Google Scholar 

  • Mahfouf, J.-F.: 1990, 'A Numerical Simulation of the Surface Moisture Budget During HAPEX-MOBILHY’, Boundary-Layer Meteorol.53, 201–222.

    Google Scholar 

  • Mascart, P., Taconet, O., Pinty, J-P., Ben, M., and Mehrez, M. B.: 1991, 'Canopy Resistance For-mulation and Its Effect in Mesoscale Models: A HAPEX Perspective’, Agric. For. Meteorol.54, 319–351.

    Google Scholar 

  • McCumber, M. C. and Pielke, R. A.: 1981, 'Simulation of the Effects of Surface Fluxes of Heat and Moisture in Mesoscale Numerical Model. Part I: Soil Layer’, J. Geophys. Res. 86, 9929–9938.

    Google Scholar 

  • Mihailvic, D., de Bruin, H. A. R., Jeftic, M., and van Dijken, A.: 1992: 'A Study of the Sensitivity of Land Surface Parameterizations to the Inclusion of Different Fractional Covers and Soil Textures’, J. Appl. Meteorol.31, 1477–1487.

    Google Scholar 

  • Monin, A. S. and Yaglom, A. M.: 1971, 'Statistical Fluid Mechanics’, Vol. I, MIT Press, pp. 468–504.

    Google Scholar 

  • Niyogi, D. S., Raman, S., Alapaty, K., and Han, J.: 1996, 'A Dynamic Statistical Experiment for Atmospheric Interactions’, Environ. Mod. Assess.(A).Submitted.

  • Noilhan, J. and Lacarrere, P.: 1995, 'GCM Gridscale Evaporation from Mesoscale Modeling’, J. Climate 8, 206–217.

    Google Scholar 

  • Noilhan, J. and Planton, S.: 1989: 'A Simple Parameterization of Land Surface Processes for Meteo-rological Models’, Mon. Wea. Rev.117, 536–549.

    Google Scholar 

  • Pitman, A. J., Henderson-Sellers, A., and Yang, Z.-L.:1990, 'Sensitivity of Regional Climates to Localized Precipitation in Global Models’, Nature 346, 734–737.

    Google Scholar 

  • Pitman, A. J.: 1994, 'Assessing the Sensitivity of a Land-surface Scheme to the Parameter Values Using a Single Column Model’, J. Climate 7, 1856–1869.

    Google Scholar 

  • Pleim, J. E. and Xiu, A: 1995, 'Development and Testing of a Surface Flux and Planetary Boundary-Layer Model for Applications in Mesoscale Models’, J. Appl. Meteorol.34, 16–32.

    Google Scholar 

  • Sellers P. J., Hall, F. G., Asrar, G., Strebel, D. E., and Murphy, R. E.: 1992, 'An Overview of the First International Satellite Land Surface Climatology Project (ISLSCP) Field Experiment (FIFE)’, J. Geophys. Res.97, 18,345–18,371.

    Google Scholar 

  • Sellers, P. J., Mintz, Y., Sud, Y., and Dalcher, A.:1986, 'The Design of a Simple Biosphere Model (SiB) for Use Within General Circulation Models’, J. Atmos. Sci. 43, 505–531.

    Google Scholar 

  • Shaw, R. H.:1983, 'Soil Moisture and Moisture Stress Prediction for Corn in a Western Corn Belt State’, Korean J. Crop Sci. 28, 1–10.

    Google Scholar 

  • Siebert, J., Sievers, U., and Zdunkowski, W.:1992, 'A One-dimensional Simulation of the Interaction Between Land Surface Processes and the Atmosphere’, Boundary-Layer Meteorol. 59, 1–34.

    Google Scholar 

  • Stull, R. B. and Driedonks, A. G. M.: 1987, 'Applications of the Transilient Turbulence Parameteri-zation to Atmospheric Boundary-Layer Simulations’, Boundary-Layer Meteorol.40, 209–239.

    Google Scholar 

  • Sud, Y. C., and Smith, W. E.:1985, 'The Influence of Surface Roughness of Deserts on the July Circulation-A Numerical Study’, Boundary-Layer Meteorol.33, 15–49.

    Google Scholar 

  • Wetzel, P. and Chang, J. T.:1987, 'Concerning the Relationship Between Evapotranspiration and Soil Moisture’, J. Climate Appl. Meteorol.26, 18–27.

    Google Scholar 

  • Wetzel, P. and Chang, J. T.:1988, 'Evapotranspiration from Nonuniform Surface: A First Apporach for Short term Numerical Weather Prediction’, Mon. Wea. Rev.116, 600–621.

    Google Scholar 

  • Wyngaard, J. and Brost, R. A.: 1984, 'Top-down and Bottom-up Diffusion of a Scalar in the Convective Boundary Layer’, J. Atmos. Sci.41, 102–112.

    Google Scholar 

Download references

Authors

Rights and permissions

Reprints and permissions

About this article

Cite this article

Alapaty, K., Raman, S. & Niyogi, D.S. UNCERTAINTY IN THE SPECIFICATION OF SURFACE CHARACTERISTICS: A STUDY OF PREDICTION ERRORS IN THE BOUNDARY LAYER. Boundary-Layer Meteorology 82, 475–502 (1997). https://doi.org/10.1023/A:1017166907476

Download citation

  • Issue Date:

  • DOI: https://doi.org/10.1023/A:1017166907476

Navigation