Using Temporal Modes of Rainfall to Evaluate the Performance of a Numerical Weather Prediction Model

Jason C. Knievel National Center for Atmospheric Research,* Boulder, Colorado

Search for other papers by Jason C. Knievel in
Current site
Google Scholar
PubMed
Close
,
David A. Ahijevych National Center for Atmospheric Research,* Boulder, Colorado

Search for other papers by David A. Ahijevych in
Current site
Google Scholar
PubMed
Close
, and
Kevin W. Manning National Center for Atmospheric Research,* Boulder, Colorado

Search for other papers by Kevin W. Manning in
Current site
Google Scholar
PubMed
Close
Restricted access

Abstract

The authors demonstrate that much can be learned about the performance of a numerical weather prediction (NWP) model by examining the temporal modes of its simulated rainfall. Observations from the Weather Surveillance Radar-1988 Doppler (WSR-88D) network are used to evaluate the rainfall frequency, and its diurnal and semidiurnal modes, in simulations made by a preliminary version of the Weather Research and Forecasting (WRF) model for the conterminous United States during the summer of 2003.

Simulations and observations were broadly similar in the normalized amplitudes of their diurnal and semidiurnal modes, but not in the modes' phases, and not in overall frequency of rain. Simulated rain fell too early, and light rain was too frequent. The model also did not produce the distinct, nocturnal maximum in rainfall frequency that is integral to the hydrologic cycle of the Great Plains. The authors provide evidence that there were regional and phenomenological dependencies to the WRF model's performance.

Corresponding author address: Dr. Jason Knievel, NCAR, 3450 Mitchell Lane, Boulder, CO 80301. Email: knievel@ucar.edu

Abstract

The authors demonstrate that much can be learned about the performance of a numerical weather prediction (NWP) model by examining the temporal modes of its simulated rainfall. Observations from the Weather Surveillance Radar-1988 Doppler (WSR-88D) network are used to evaluate the rainfall frequency, and its diurnal and semidiurnal modes, in simulations made by a preliminary version of the Weather Research and Forecasting (WRF) model for the conterminous United States during the summer of 2003.

Simulations and observations were broadly similar in the normalized amplitudes of their diurnal and semidiurnal modes, but not in the modes' phases, and not in overall frequency of rain. Simulated rain fell too early, and light rain was too frequent. The model also did not produce the distinct, nocturnal maximum in rainfall frequency that is integral to the hydrologic cycle of the Great Plains. The authors provide evidence that there were regional and phenomenological dependencies to the WRF model's performance.

Corresponding author address: Dr. Jason Knievel, NCAR, 3450 Mitchell Lane, Boulder, CO 80301. Email: knievel@ucar.edu

Save
  • Ahijevych, D. A., R. E. Carbone, and C. A. Davis, 2003: Regional-scale aspects of the diurnal precipitation cycle. Preprints, 31st Int. Conf. on Radar Meteorology, Seattle, WA, Amer. Meteor. Soc., 349–352B.

    • Search Google Scholar
    • Export Citation
  • Baeck, M. L., and J. A. Smith, 1998: Rainfall estimation by the WSR-88D for heavy rainfall events. Wea. Forecasting, 13 , 416–436.

    • Search Google Scholar
    • Export Citation
  • Balling Jr., R. C., 1985: Warm season nocturnal precipitation in the Great Plains of the United States. J. Climate Appl. Meteor, 24 , 1383–1387.

    • Search Google Scholar
    • Export Citation
  • Brier, G. W., and J. Simpson, 1969: Tropical cloudiness and rainfall related to pressure and tidal variations. Quart. J. Roy. Meteor. Soc, 95 , 120–147.

    • Search Google Scholar
    • Export Citation
  • Byers, H. R., and H. R. Rodebush, 1948: Causes of thunderstorms of the Florida peninsula. J. Meteor, 5 , 275–280.

  • Carbone, R. E., J. D. Tuttle, D. A. Ahijevych, and S. B. Trier, 2002: Inferences of predictability associated with warm season precipitation episodes. J. Atmos. Sci, 59 , 2033–2056.

    • Search Google Scholar
    • Export Citation
  • Chapman, S., and R. S. Lindzen, 1970: Atmospheric Tides. Riedel, 200 pp.

  • Charba, J. P., L. Yijun, M. H. Hollar, A. Exley, and B. Belayachi, 1998: Gridded climatic monthly frequencies of precipitation amount for 1-, 3-, and 6-h periods over the conterminous United States. Wea. Forecasting, 13 , 25–57.

    • Search Google Scholar
    • Export Citation
  • Chen, W., R. E. Dickinson, X. Zeng, and A. N. Hahmann, 1996: Comparison of precipitation observed over the continental United States with that simulated by a climate model. J. Climate, 9 , 2233–2249.

    • Search Google Scholar
    • Export Citation
  • Cook, A. W., 1939: The diurnal variation of summer rainfall at Denver. Mon. Wea. Rev, 67 , 95–98.

  • Cooper, H. J., M. Garstang, and J. Simpson, 1982: The diurnal interaction between convection and peninsular-scale forcing over south Florida. Mon. Wea. Rev, 110 , 486–503.

    • Search Google Scholar
    • Export Citation
  • Crosson, W. L., C. E. Duchon, R. Raghavan, and S. J. Goodman, 1996: Assessment of rainfall estimates using a standard Z–R relationship and the probability matching method applied to composite radar data in central Florida. J. Appl. Meteor, 35 , 1203–1219.

    • Search Google Scholar
    • Export Citation
  • Dai, A., 2001: Global precipitation and thunderstorm frequencies. Part II: Diurnal variations. J. Climate, 14 , 1112–1128.

  • Dai, A., and K. E. Trenberth, 2004: The diurnal cycle and its depiction in the Community Climate System Model. J. Climate, 17 , 930–951.

    • Search Google Scholar
    • Export Citation
  • Dai, A., G. Filippo, and K. E. Trenberth, 1999: Observed and model-simulated diurnal cycles of precipitation over the contiguous United States. J. Geophys. Res, 104 , 6377–6402.

    • Search Google Scholar
    • Export Citation
  • Davis, C. A., and Coauthors, 2004a: The Bow Echo and MCV Experiment: Observations and opportunities. Bull. Amer. Meteor. Soc, 85 , 1075–1093.

    • Search Google Scholar
    • Export Citation
  • Davis, C. A., K. W. Manning, R. E. Carbone, S. B. Trier, and J. D. Tuttle, 2004b: Coherence of warm-season continental rainfall in numerical weather prediction models. Mon. Wea. Rev, 131 , 2667–2679.

    • Search Google Scholar
    • Export Citation
  • Doviak, R. J., and D. S. Zrnić, 1993: Doppler Radar and Weather Observations. Academic Press, 562 pp.

  • Englehart, P. J., and A. V. Douglas, 1985: A statistical analysis of precipitation frequency in the conterminous United States, including comparisons with precipitation totals. J. Climate Appl. Meteor, 24 , 350–362.

    • Search Google Scholar
    • Export Citation
  • Frank, N. L., P. L. Moore, and G. E. Fisher, 1967: Summer shower distribution over the Florida peninsula as deduced from digitized radar data. J. Appl. Meteor, 6 , 309–316.

    • Search Google Scholar
    • Export Citation
  • Fritsch, J. M., R. A. Maddox, and A. G. Barnston, 1981: The character of mesoscale convective complex precipitation and its contribution to warm season rainfall in the United States. Preprints, Fourth Conf. on Hydrometeorology, Reno, NV, Amer. Meteor. Soc., 94–99.

    • Search Google Scholar
    • Export Citation
  • Fulton, R. A., J. P. Breidenbach, D-J. Seo, and D. A. Miller, 1998: The WSR-88D rainfall algorithm. Wea. Forecasting, 13 , 377–395.

    • Search Google Scholar
    • Export Citation
  • Gray, W. M., and R. W. Jacobson Jr., 1977: Diurnal variation of deep cumulus convection. Mon. Wea. Rev, 105 , 1171–1118.

  • Hamilton, K., 1981: A note on the observed diurnal and semidiurnal rainfall variations. J. Geophys. Res, 86 , 12122–12126.

  • Hann, J., 1901: Lehrbuch der Meteorologie. 1st ed. C. H. Tauchnitz, 805 pp.

  • Inchauspé, J., 1970: Diurnal precipitation variations over atolls of French Polynesia. La Meteorologie, 5 , 83–95.

  • Kincer, J. B., 1916: Daytime and nighttime precipitation and their economic significance. Mon. Wea. Rev, 44 , 628–633.

  • Kubota, H., and T. Nitta, 2001: Diurnal variations of tropical convection observed during the TOGA-COARE. J. Meteor. Soc. Japan, 79 , 815–830.

    • Search Google Scholar
    • Export Citation
  • Landin, M. G., and L. F. Bosart, 1985: Diurnal variability of precipitation in the northeastern United States. Mon. Wea. Rev, 113 , 989–1014.

    • Search Google Scholar
    • Export Citation
  • Landin, M. G., and L. F. Bosart, 1989: The diurnal variation of precipitation in California and Nevada. Mon. Wea. Rev, 117 , 1801–1816.

    • Search Google Scholar
    • Export Citation
  • Lindzen, R. S., 1978: Effect of daily variations of cumulonimbus activity on the atmospheric semidiurnal tide. Mon. Wea. Rev, 106 , 526–533.

    • Search Google Scholar
    • Export Citation
  • Maddox, R. A., 1980: An objective technique for separating macroscale and mesoscale features in meteorological data. Mon. Wea. Rev, 108 , 1108–1121.

    • Search Google Scholar
    • Export Citation
  • Maddox, R. A., J. Zhang, J. J. Gourley, and K. W. Howard, 2002: Weather radar coverage over the contiguous United States. Wea. Forecasting, 17 , 927–934.

    • Search Google Scholar
    • Export Citation
  • Means, L. L., 1944: The nocturnal maximum occurance of thunderstorms in the midwestern United States. Dept. of Meteorology, University of Chicago, Miscellaneous Rep. 16, 37 pp. [Available from the NCAR Library, P.O. Box 3000, Boulder, CO 80307-3000.].

    • Search Google Scholar
    • Export Citation
  • Neumann, J., 1951: Land breezes and nocturnal thunderstorms. J. Meteor, 8 , 60–67.

  • Parker, M. D., and J. C. Knievel, 2005: Do meteorologists suppress thunderstorms? Radar-derived statistics and the behavior of moist convection. Bull. Amer. Meteor. Soc., in press.

    • Search Google Scholar
    • Export Citation
  • Randall, D. A., Harshvardhan, and D. A. Dazlich, 1991: Diurnal variability of the hydrologic cycle in a general circulation model. J. Atmos. Sci, 48 , 40–62.

    • Search Google Scholar
    • Export Citation
  • Rasmusson, E. M., 1971: Diurnal variation of summertime thunderstorm activity over the United States. USAFETAC Tech. Note 71-4, 12 pp.

  • Reiter, E. R., and M. Tang, 1984: Plateau effects on diurnal circulation patterns. Mon. Wea. Rev, 112 , 638–651.

  • Riley, G. T., M. G. Landin, and L. F. Bosart, 1987: The diurnal variability of precipitation across the central Rockies and adjacent Great Plains. Mon. Wea. Rev, 115 , 1161–1172.

    • Search Google Scholar
    • Export Citation
  • Skamarock, W. C., J. B. Klemp, and J. Dudhia, 2001: Prototypes for the WRF (Weather Research and Forecasting) Model. Preprints, Ninth Conf. on Mesoscale Processes, Fort Lauderdale, FL, Amer. Meteor. Soc., J11–J15.

    • Search Google Scholar
    • Export Citation
  • Sorooshian, S., X. Gao, K. Hsu, R. A. Maddox, Y. Hong, H. V. Gupta, and B. Imam, 2002: Diurnal variability of tropical rainfall retrieved from combined GOES and TRMM satellite information. J. Climate, 15 , 983–1001.

    • Search Google Scholar
    • Export Citation
  • Trenberth, K. E., A. Dai, R. M. Rasmussen, and D. B. Parsons, 2003: The changing character of precipitation. Bull. Amer. Meteor. Soc, 84 , 1205–1216.

    • Search Google Scholar
    • Export Citation
  • Tsakraklides, G., and J. L. Evans, 2003: Global and regional diurnal variations of organized convection. J. Climate, 16 , 1562–1572.

    • Search Google Scholar
    • Export Citation
  • Tucker, D. F., 1993: Diurnal precipitation variations in south-central New Mexico. Mon. Wea. Rev, 121 , 1979–1991.

  • Wallace, J. M., 1975: Diurnal variations in precipitation and thunderstorm frequency over the conterminous United States. Mon. Wea. Rev, 103 , 406–419.

    • Search Google Scholar
    • Export Citation
  • Wicker, L. J., and W. C. Skamarock, 2002: Time-splitting methods for elastic models using forward time schemes. Mon. Wea. Rev, 130 , 2088–2097.

    • Search Google Scholar
    • Export Citation
  • Zwiers, F., and K. Hamilton, 1986: Simulation of solar tides in the Canadian Climate Centre general circulation model. J. Geophys. Res, 91D , 11877–11896.

    • Search Google Scholar
    • Export Citation
All Time Past Year Past 30 Days
Abstract Views 0 0 0
Full Text Views 1375 1115 438
PDF Downloads 222 67 7