Validation of a Simple Steady-State Forecast of Minimum Nocturnal Temperatures

Jatin Kala School of Environmental Science, Murdoch University, Murdoch, Western Australia, Australia

Search for other papers by Jatin Kala in
Current site
Google Scholar
PubMed
Close
,
Tom J. Lyons School of Environmental Science, Murdoch University, Murdoch, Western Australia, Australia

Search for other papers by Tom J. Lyons in
Current site
Google Scholar
PubMed
Close
,
Ian J. Foster Department of Agriculture and Food, Western Australia, Bentley, Western Australia, Australia

Search for other papers by Ian J. Foster in
Current site
Google Scholar
PubMed
Close
, and
Udaysankar S. Nair Earth System Science Center, University of Alabama in Huntsville, Huntsville, Alabama

Search for other papers by Udaysankar S. Nair in
Current site
Google Scholar
PubMed
Close
Restricted access

Abstract

A two-layer steady-state resistance model is compared with routine meteorological data collected from the Western Australian wheat belt during 2000–06. Major difficulties in implementing such a model are the correct parameterization for the incoming longwave radiation and estimation of daily soil moisture, neither of which are routinely measured. These difficulties are addressed by testing parameterizations for incoming longwave radiation calibrated to local conditions and incorporating a soil–water balance model based on routine weather data. The modified model has RMSE and biases ranging from 2.4° to 3.1°C and −0.2° to 0.8°C, respectively, across the wheat belt when comparing all minimum nocturnal temperatures. The model is shown to predict frost events approximately 55% of the time and illustrates that frost damage to foliage may occur when screen temperatures are < 2°C.

Corresponding author address: J. Kala, School of Environmental Science, Murdoch University, Murdoch, WA 6150, Australia. Email: j.kala@murdoch.edu.au

Abstract

A two-layer steady-state resistance model is compared with routine meteorological data collected from the Western Australian wheat belt during 2000–06. Major difficulties in implementing such a model are the correct parameterization for the incoming longwave radiation and estimation of daily soil moisture, neither of which are routinely measured. These difficulties are addressed by testing parameterizations for incoming longwave radiation calibrated to local conditions and incorporating a soil–water balance model based on routine weather data. The modified model has RMSE and biases ranging from 2.4° to 3.1°C and −0.2° to 0.8°C, respectively, across the wheat belt when comparing all minimum nocturnal temperatures. The model is shown to predict frost events approximately 55% of the time and illustrates that frost damage to foliage may occur when screen temperatures are < 2°C.

Corresponding author address: J. Kala, School of Environmental Science, Murdoch University, Murdoch, WA 6150, Australia. Email: j.kala@murdoch.edu.au

Save
  • Brutsaert, W., 1975: On a derivable formula for longwave radiation from clear skies. Water Resour. Res., 11 , 742744.

  • Brutsaert, W., 1982: Evaporation into the Atmosphere. Academic Publishers, 299 pp.

  • Cellier, P., 1993: An operational model for predicting minimum temperatures near the soil surface under clear sky conditions. J. Appl. Meteor., 32 , 871883.

    • Search Google Scholar
    • Export Citation
  • Cleugh, H. A., and F. X. Dunin, 1995: Modelling sensible heat fluxes from a wheat canopy: An evaluation of the resistance energy balance model. J. Hydrol., 164 , 127152.

    • Search Google Scholar
    • Export Citation
  • Crawford, T. M., and C. E. Duchon, 1999: An improved parameterization for estimating effective atmospheric emissivity for use in calculating daytime downwelling longwave radiation. J. Appl. Meteor., 38 , 474480.

    • Search Google Scholar
    • Export Citation
  • Duarte, H. F., N. L. Dias, and S. R. Maggiotto, 2006: Assessing daytime downward longwave radiation estimates for clear and cloudy skies in southern Brazil. Agric. For. Meteor., 139 , 171181.

    • Search Google Scholar
    • Export Citation
  • Figuerola, P. I., and N. A. Mazzeo, 1997: An analytical model for the prediction of nocturnal and dawn surface temperatures under calm, clear sky conditions. Agric. For. Meteor., 85 , 229237.

    • Search Google Scholar
    • Export Citation
  • Huang, X., T. J. Lyons, and R. C. G. Smith, 1995: Meteorological impact of replacing native perennial vegetation with annual agricultural species. Hydrol. Processes, 9 , 645654.

    • Search Google Scholar
    • Export Citation
  • Idso, S. B., 1981: A set of equations for full spectrum and 8–14 μm and 10.5–12.5 μm thermal radiation from cloudless skies. Water Resour. Res., 17 , 295304.

    • Search Google Scholar
    • Export Citation
  • Idso, S. B., and R. D. Jackson, 1969: Thermal radiation from the atmosphere. J. Geophys. Res., 74 , 33973403.

  • Jones, C. A., and J. R. Kiniry, 1986: CERES-Maize, A Simulation Model of Maize Growth and Development. Texas A&M University Press, 194 pp.

    • Search Google Scholar
    • Export Citation
  • Lhomme, J. P., and L. Guilioni, 2004: A simple model for minimum crop temperature forecasting during nocturnal cooling. Agric. For. Meteor., 123 , 5568.

    • Search Google Scholar
    • Export Citation
  • Lhomme, J. P., J. J. Vacher, and A. Rocheteau, 2007: Estimating downward longwave radiation on the Andean altiplano. Agric. For. Meteor., 145 , 139148.

    • Search Google Scholar
    • Export Citation
  • Li, F., and T. J. Lyons, 2002: Remote estimation of regional evapotranspiration. Environ. Model. Softw., 17 , 6175.

  • Lyons, T. J., and P. R. Edwards, 1982: Estimating global solar irradiance for Western Australia, part i. Arch. Meteor. Geophys. Bioklimatol., 30B , 357369.

    • Search Google Scholar
    • Export Citation
  • Monteith, J. L., 1975: Evaporation and environment. Proc. Symp. Soc. Expl. Biol., 19 , 205234.

  • Monteith, J. L., and M. H. Unsworth, 1990: Principles of Environmental Physics. Edward Arnold, 247 pp.

  • Prata, A. J., 1996: A new longwave formula for estimating downward clear-sky radiation at the surface. Quart. J. Roy. Meteor. Soc., 122 , 11271151.

    • Search Google Scholar
    • Export Citation
  • Raupach, M. R., 1987: A Lagrangian analysis of scalar transfer in vegetation canopies. Quart. J. Roy. Meteor. Soc., 113 , 107120.

  • Raupach, M. R., 1989a: A practical Lagrangian method for relating concentrations to source distributions in vegetation canopies. Quart. J. Roy. Meteor. Soc., 115 , 609632.

    • Search Google Scholar
    • Export Citation
  • Raupach, M. R., 1989b: Applying Lagrangian fluid mechanics to infer scalar source distributions from concentration profiles in plant canopies. Quart. J. Roy. Meteor. Soc., 115 , 85108.

    • Search Google Scholar
    • Export Citation
  • Ritchie, J. T., 1972: Model for predicting evaporation from a row crop with incomplete cover. Water Resour. Res., 8 , 12041213.

  • Ritchie, J. T., and S. Otter, 1985: Description and performance of ceres-wheat: A user oriented wheat yield model. ARS Wheat Yield Project, W. D. Willis, Ed., Agriculture Research Series, Vol. 38, U.S. Department of Agriculture, 159–175.

    • Search Google Scholar
    • Export Citation
  • Rizou, M., and F. Nnadi, 2007: Land use feedback on clear sky downward longwave radiation: A land use adapted model. Int. J. Climatol., 27 , 14791496.

    • Search Google Scholar
    • Export Citation
  • Satterlund, D. R., 1979: An improved equation for estimating longwave radiation from the atmosphere. Water Resour. Res., 15 , 16491650.

    • Search Google Scholar
    • Export Citation
  • Shuttleworth, W. J., 1976: A one-dimensional theoretical description of the vegetation-atmosphere interaction. Bound.-Layer Meteor., 10 , 273302.

    • Search Google Scholar
    • Export Citation
  • Shuttleworth, W. J., and J. S. Wallace, 1985: Evaporation from sparse crops - an energy combination theory. Quart. J. Roy. Meteor. Soc., 111 , 839895.

    • Search Google Scholar
    • Export Citation
  • Shuttleworth, W. J., and R. J. Gurney, 1990: The theoretical relationship between foliage temperature and canopy resistance in sparse crops. Quart. J. Roy. Meteor. Soc., 116 , 497519.

    • Search Google Scholar
    • Export Citation
  • Stapper, M., 1984: SIMTAG—A simulation model of wheat genotypes: Model documentation. University of New England, Armidale, NSW, Australia, 108 pp.

    • Search Google Scholar
    • Export Citation
  • Stephens, D. J., 1995: Crop yield forecasting over large areas in Australia. Ph.D. thesis, Murdoch University, 305 pp.

  • Sugita, M., and W. Brutsaert, 1993: Cloud effect in the estimation of instantaneous downward longwave radiation. Water Resour. Res., 29 , 599605.

    • Search Google Scholar
    • Export Citation
  • Swinbank, W. C., 1963: Longwave radiation from clear skies. Quart. J. Roy. Meteor. Soc., 89 , 1858518604.

  • USDA Soil Conservation Service, 1972: Hydrology. SCS National Engineering Handbook, U.S. Government Printing Office, Section 4.

  • Warland, J. S., and G. W. Thurtell, 2000: A Lagrangian solution to the relationship between a distributed source and concentration profile. Bound.-Layer Meteor., 96 , 453471.

    • Search Google Scholar
    • Export Citation
  • Wilson, T. B., J. M. Norman, W. L. Bland, and C. J. Kucharik, 2003: Evaluation of the importance of Lagrangian canopy turbulence formulations in a soil-plant-atmosphere model. Agric. For. Meteor., 115 , 5169.

    • Search Google Scholar
    • Export Citation
  • Yunusa, I. A. M., R. H. Sedgley, and D. Tennant, 1994: Evaporation from bare soil in south-western Australia: A test of two models using lysimetry. Aust. J. Soil Res., 32 , 437446.

    • Search Google Scholar
    • Export Citation
  • Zhang, L., R. Lemeur, and J. P. Goutorbe, 1995: A one-layer resistance model for estimating regional evapotranspiration using remote sensing data. Agric. For. Meteor., 77 , 241261.

    • Search Google Scholar
    • Export Citation
All Time Past Year Past 30 Days
Abstract Views 0 0 0
Full Text Views 880 729 253
PDF Downloads 110 27 5