Assessment of Forecasts during Persistent Valley Cold Pools in the Bonneville Basin by the North American Mesoscale Model

Heather Dawn Reeves National Severe Storms Laboratory, and Cooperative Institute for Mesoscale Meteorological Studies, University of Oklahoma, Norman, Oklahoma

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Kimberly L. Elmore National Severe Storms Laboratory, and Cooperative Institute for Mesoscale Meteorological Studies, University of Oklahoma, Norman, Oklahoma

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Geoffrey S. Manikin National Centers for Environmental Prediction/Environmental Modeling Center, Camp Springs, Maryland

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David J. Stensrud National Severe Storms Laboratory, Norman, Oklahoma

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Abstract

North American Mesoscale Model (NAM) forecasts of low-level temperature and dewpoint during persistent valley cold pools in the Bonneville Basin of Utah are assessed. Stations near the east sidewall have a daytime cold and nighttime warm bias. This is due to a poor representation of the steep slopes on this side of the basin. Basin stations where the terrain is better represented by the model have a distinct warm, moist bias at night. Stations in snow-covered areas have a cold bias for both day and night. Biases are not dependent on forecast lead or validation time. Several potential causes for the various errors are considered in a series of sensitivity experiments. An experiment with 4-km grid spacing, which better resolves the gradient of the slopes on the east side of the basin, yields smaller errors along the east corridor of the basin. The NAM assumes all soil water freezes at a temperature of 273 K. This is likely not representative of the freezing temperature in the salt flats in the western part of the basin, since salt reduces the freezing point of water. An experiment testing this hypothesis shows that reducing the freezing point of soil water in the salt flats leads to an average error reduction between 1.5 and 4 K, depending on the station and time of day. Using a planetary boundary layer scheme that has greater mixing alleviates the cold bias over snow somewhat, but the exact source of this bias could not be determined.

Corresponding author address: Heather Dawn Reeves, DOC/NOAA/OAR, National Severe Storms Laboratory, 120 David L. Boren Blvd., Ste. 2401, Norman, OK 73072-7319. E-mail: heather.reeves@noaa.gov

Abstract

North American Mesoscale Model (NAM) forecasts of low-level temperature and dewpoint during persistent valley cold pools in the Bonneville Basin of Utah are assessed. Stations near the east sidewall have a daytime cold and nighttime warm bias. This is due to a poor representation of the steep slopes on this side of the basin. Basin stations where the terrain is better represented by the model have a distinct warm, moist bias at night. Stations in snow-covered areas have a cold bias for both day and night. Biases are not dependent on forecast lead or validation time. Several potential causes for the various errors are considered in a series of sensitivity experiments. An experiment with 4-km grid spacing, which better resolves the gradient of the slopes on the east side of the basin, yields smaller errors along the east corridor of the basin. The NAM assumes all soil water freezes at a temperature of 273 K. This is likely not representative of the freezing temperature in the salt flats in the western part of the basin, since salt reduces the freezing point of water. An experiment testing this hypothesis shows that reducing the freezing point of soil water in the salt flats leads to an average error reduction between 1.5 and 4 K, depending on the station and time of day. Using a planetary boundary layer scheme that has greater mixing alleviates the cold bias over snow somewhat, but the exact source of this bias could not be determined.

Corresponding author address: Heather Dawn Reeves, DOC/NOAA/OAR, National Severe Storms Laboratory, 120 David L. Boren Blvd., Ste. 2401, Norman, OK 73072-7319. E-mail: heather.reeves@noaa.gov
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  • Bader, D. C., and McKee T. B. , 1985: Effect of shear, stability and valley characteristics on the destruction of temperature inversions. J. Climate Appl. Meteor., 24, 822–832.

    • Search Google Scholar
    • Export Citation
  • Banta, R., and Cotton W. R. , 1981: An analysis of the structure of local wind systems in a broad mountain basin. J. Appl. Meteor., 20, 1255–1266.

    • Search Google Scholar
    • Export Citation
  • Berg, L. K., and Zhong S. , 2005: Sensitivity of MM5-simulated boundary layer characteristics to turbulence parameterization. J. Appl. Meteor., 44, 1467–1483.

    • Search Google Scholar
    • Export Citation
  • Betts, A. K., and Miller M. J. , 1986: A new convective adjustment scheme. Part II: Single column tests using GATE wave, BOMEX, ATEX and Arctic air-mass data sets. Quart. J. Roy. Meteor. Soc., 112, 693–709.

    • Search Google Scholar
    • Export Citation
  • Billings, B. J., Grubisic V. , and Borys R. , 2006: Maintenance of a mountain valley cold pool: A numerical study. Mon. Wea. Rev., 134, 2266–2278.

    • Search Google Scholar
    • Export Citation
  • Chen, Y., Ludwig F. L. , and Street R. L. , 2004: Stably stratified flows near a notched transverse ridge across the Salt Lake Valley. J. Appl. Meteor., 43, 1308–1328.

    • Search Google Scholar
    • Export Citation
  • Cheng, W. Y. Y., and Steenburgh W. J. , 2005: Evaluation of surface sensible weather forecasts by the WRF and the Eta Models over the western United States. Wea. Forecasting, 20, 812–821.

    • Search Google Scholar
    • Export Citation
  • Cheng, W. Y. Y., and Steenburgh W. J. , 2007: Strengths and weaknesses of MOS, running-mean bias removal, and Kalman filter techniques for improving model forecasts over the western United States. Wea. Forecasting, 22, 1304–1318.

    • Search Google Scholar
    • Export Citation
  • Cressman, G., 1959: An operational objective analysis system. Mon. Wea. Rev., 87, 367–374.

  • Davison, A. C., Hinkley D. V. , and Schechtman E. , 1986: Efficient bootstrap simulation. Biometrika, 73, 555–566.

  • Dirmeyer, P. A., Zeng F. J. , Ducharne A. , Morrill J. C. , and Koster R. D. , 2000: The sensitivity of surface fluxes to soil water content in three land surface schemes. J. Hydrometeor., 1, 121–134.

    • Search Google Scholar
    • Export Citation
  • Efron, B., and Tibshirani R. J. , 1993: An Introduction to the Bootstrap. Chapman and Hall, 436 pp.

  • Ek, M., Mitchell K. E. , Lin Y. , Rogers E. , Grunmann P. , Koren V. , Gayno G. , and Tarpley J. D. , 2003: Implementation of the Noah land surface model advances in the National Centers for Environmental Prediction operational mesoscale Eta Model. J. Geophys. Res., 108, 8851, doi:10.1029/2002JD003296.

    • Search Google Scholar
    • Export Citation
  • Fast, J. D., Zhong S. , and Whiteman C. D. , 1996: Boundary layer evolution within a canyonland basin. Part II: Numerical simulations of nocturnal flows and heat budgets. J. Appl. Meteor., 35, 2162–2178.

    • Search Google Scholar
    • Export Citation
  • Fels, S. B., and Schwarzkopf M. D. , 1975: The simplified exchange approximation—A new method for radiative transfer calculations. J. Atmos. Sci., 32, 1475–1488.

    • Search Google Scholar
    • Export Citation
  • Ferrier, B. S., 1994: A double-moment multiple-phase four-class bulk ice scheme. Part I: Description. J. Atmos. Sci., 51, 249–280.

    • Search Google Scholar
    • Export Citation
  • Godfrey, C. M., and Stensrud D. J. , 2008: Soil temperature and moisture errors in operational Eta Model analyses. J. Hydrometeor., 9, 367–387.

    • Search Google Scholar
    • Export Citation
  • Häberli, C., 2006: Assessment, correction and impact of the dry bias in radiosonde humidity data during MAP SOP. Quart. J. Roy. Meteor. Soc., 132, 2827–2852.

    • Search Google Scholar
    • Export Citation
  • Hart, K. A., Steenburgh W. J. , Onton D. J. , and Siffert A. J. , 2004: An evaluation of the mesoscale-model-based model output statistics (MOS) during the 2002 Olympic and Paralympic Winter Games. Wea. Forecasting, 19, 200–218.

    • Search Google Scholar
    • Export Citation
  • Hart, K. A., Steenburgh W. J. , and Onton D. J. , 2005: Model forecast improvements with decreased horizontal grid spacing over finescale intermountain orography during the 2002 Olympic Winter Games. Wea. Forecasting, 20, 558–576.

    • Search Google Scholar
    • Export Citation
  • Hill, C. D., 1993: Forecast problems in the western region of the National Weather Service: An overview. Wea. Forecasting, 8, 158–165.

    • Search Google Scholar
    • Export Citation
  • Hoggarth, A. M., Reeves H. D. , and Lin Y.-L. , 2006: Formation and maintenance mechanisms of the stable layer over the Po Valley during MAP IOP-8. Mon. Wea. Rev., 134, 3336–3354.

    • Search Google Scholar
    • Export Citation
  • Hong, S.-Y., Noh Y. , and Dudhia J. , 2006: A new vertical diffusion package with an explicit treatment of entrainment processes. Mon. Wea. Rev., 134, 2318–2341.

    • Search Google Scholar
    • Export Citation
  • Hu, X., Nielsen-Gammon J. W. , and Zhang F. , 2010: Evaluation of three planetary boundary layer schemes in the WRF model. J. Appl. Meteor. Climatol., 49, 1831–1844.

    • Search Google Scholar
    • Export Citation
  • Janjić, Z. I., 1994: The step-mountain eta coordinate model: Further developments of the convection, viscous sublayer, and turbulence closure schemes. Mon. Wea. Rev., 122, 927–945.

    • Search Google Scholar
    • Export Citation
  • Janjić, Z. I., 2002: Nonsingular implementaion of the Mello–Yamada level 2.5 scheme in the NCEP Meso Model. NCEP Office Note 437, 61 pp.

    • Search Google Scholar
    • Export Citation
  • Janjić, Z. I., Black T. L. , Pyle M. E. , Chuang H.-Y. , Rogers E. , and DiMego G. J. , 2005: The NCEP WRF-NMM core. Preprints, Joint WRF/MM5 User’s Workshop, Boulder, CO, NCAR, 2.9.

    • Search Google Scholar
    • Export Citation
  • Knievel, J. C., Bryan G. H. , and Hacker J. P. , 2007: Explicit diffusion in the WRF model. Mon. Wea. Rev., 135, 3808–3824.

  • Kurkowski, N. P., Stensrud D. J. , and Baldwin M. E. , 2003: Assessment of implementing satellite-derived land cover data in the Eta Model. Wea. Forecasting, 18, 404–416.

    • Search Google Scholar
    • Export Citation
  • Lenschow, D. H., Stankov B. B. , and Mahrt L. , 1979: The rapid morning boundary-layer transition. J. Atmos. Sci., 36, 2108–2124.

  • Liu, Y., and Coauthors, 2008: The operational mesogamma-scale analysis and forecast system of the U. S. Army Test and Evaluation Command. Part II: Interchange comparison of the accuracy of model analyses and forecasts. J. Appl. Meteor. Climatol., 47, 1093–1104.

    • Search Google Scholar
    • Export Citation
  • McCurdy, G. D., 1989: Radiation balance of a desert salt playa. M.S. thesis, Dept. of Soil Science and Biometeorology, Utah State University, 103 pp.

  • Mellor, G. L., and Yamada T. , 1982: Development of a turbulence closure model for geophysical fluid problems. Rev. Geophys. Space Phys., 20, 851–875.

    • Search Google Scholar
    • Export Citation
  • Müller, M. D., and Scherer D. , 2005: A grid- and subgrid-scale radiation parameterization of topographic effects for mesoscale weather forecast models. Mon. Wea. Rev., 133, 1431–1442.

    • Search Google Scholar
    • Export Citation
  • Myrick, D. T., and Horel J. D. , 2006: Verification of surface temperature forecasts from the National Digital Forecast Database over the western United States. Wea. Forecasting, 21, 869–892.

    • Search Google Scholar
    • Export Citation
  • National Oceanic and Atmospheric Administration, 1998: Automated Surface Observing System (ASOS) user's guide. National Weather Service, 61 pp. [Available from ASOS Program Office, NWS, 1325 East-West Highway, Silver Spring, MD 20910.]

    • Search Google Scholar
    • Export Citation
  • Pagowski, M., 2004: Some comments on PBL parameterizations in WRF. Proc. Joint WRF/MM5 Users’ Workshop, Boulder, CO, NCAR, 1.13. [Available online at http://www.mmm.ucar.edu/mm5/worshop/ws04/Session1/Pagowski.Mariusz_web.pdf.]

    • Search Google Scholar
    • Export Citation
  • Pataki, D. E., Tyler B. J. , Peterson R. E. , Nair A. P. , Steenburgh W. J. , and Pardyjak E. R. , 2005: Can carbon dioxide be used as a tracer of urban atmospheric transport? J. Geophys. Res., 110, D15102, doi:10.1029/2004JD005723.

    • Search Google Scholar
    • Export Citation
  • Pepin, N. C., Losleben M. , Hartman M. , and Chowanski K. , 2005: A comparison of SNOTEL and GHCN/CRU surface temperatures with free-air temperatures at high elevations in the western United States: Data compatibility and trends. J. Climate, 18, 1967–1985.

    • Search Google Scholar
    • Export Citation
  • Ramaswamy, V., and Freidenreich S. M. , 1998: A high-spectral resolution study of the near-infrared solar flux disposition in clear and overcast atmospheres. J. Geophys. Res., 103, 23 255–23 273.

    • Search Google Scholar
    • Export Citation
  • Reeves, H. D., and Lin Y.-L. , 2006: Effect of stable layer formation over the Po Valley on the development of convection during MAP IOP-8. J. Atmos. Sci., 63, 2567–2584.

    • Search Google Scholar
    • Export Citation
  • Reeves, H. D., and Stensrud D. J. , 2009: Synoptic-scale flow and valley cold pool evolution in the western United States. Wea. Forecasting, 24, 1625–1643.

    • Search Google Scholar
    • Export Citation
  • Rife, D. L., Warner T. T. , Chen F. , and Astling E. G. , 2002: Mechanisms for diurnal boundary layer circulations in the Great Basin Desert. Mon. Wea. Rev., 130, 921–938.

    • Search Google Scholar
    • Export Citation
  • Smith, R. B., 1979: The influence of mountains on the atmosphere. Advances in Geophysics, Vol. 21, Academic Press, 87–230.

  • Smith, R. B., and Coauthors, 1997: Local and remote effects of mountains on weather: Research needs and opportunities. Bull. Amer. Meteor. Soc., 78, 877–892.

    • Search Google Scholar
    • Export Citation
  • Struthwolf, M., 2005: An evaluation of fog forecasting tools for a fog event and non-event at Salt Lake City International Airport. NWS Tech. Attachment 05-05, 24 pp. [Available online at http://www.wrh.noaa.gov/wrh/05TAs/ta0505.pdf.]

    • Search Google Scholar
    • Export Citation
  • Tapper, N. J., 1991: Evidence for a mesoscale thermal circulation over dry salt lakes. Palaeogeogr. Palaeoclimatol. Palaeoecol., 84, 259–269.

    • Search Google Scholar
    • Export Citation
  • Vrhovec, T., 1991: A cold air lake formation in a basin: A simulation with a mesoscale numerical model. Meteor. Atmos. Phys., 8, 91–99.

    • Search Google Scholar
    • Export Citation
  • Whiteman, C. D., 1982: Breakup of temperature inversions in deep mountain valleys: Part I. Observations. J. Appl. Meteor., 21, 270–289.

    • Search Google Scholar
    • Export Citation
  • Whiteman, C. D., and McKee T. B. , 1982: Breakup of temperature inversions in deep mountain valleys. Part II: Thermodynamic model. J. Appl. Meteor., 21, 290–302.

    • Search Google Scholar
    • Export Citation
  • Whiteman, C. D., and Zhong S. , 2008: Downslope flows on a low-angle slope and their interactions with valley inversions. Part I: Observations. J. Appl. Meteor. Climatol., 47, 2023–2038.

    • Search Google Scholar
    • Export Citation
  • Whiteman, C. D., Bian X. , and Zhong S. , 1999: Wintertime evolution of the temperature inversion in the Colorado Plateau Basin. J. Appl. Meteor., 38, 1103–1117.

    • Search Google Scholar
    • Export Citation
  • Whiteman, C. D., Zhong S. , Shaw W. J. , Hubbe J. M. , Bian X. , and Mittelstadt J. , 2001: Cold pools in the Columbia basin. Wea. Forecasting, 16, 432–447.

    • Search Google Scholar
    • Export Citation
  • Wolyn, P. G., and McKee T. B. , 1989: Deep stable layers in the intermountain western United States. Mon. Wea. Rev., 117, 461–472.

    • Search Google Scholar
    • Export Citation
  • Zängl, G., 2002: Improved method for computing horizontal diffusion in a sigma-coordinate model and its application to simulations over mountainous topography. Mon. Wea. Rev., 130, 1423–1432.

    • Search Google Scholar
    • Export Citation
  • Zängl, G., 2005: Wintertime cold-air pools in the Bavarian Danube Valley basin: Data analysis and idealized numerical simulations. J. Appl. Meteor., 44, 1950–1971.

    • Search Google Scholar
    • Export Citation
  • Zehnder, J. A., 2002: Simple modifications to improve fifth-generation Pennsylvania State University–National Center for Atmospheric Research Mesoscale Model performance for the Phoenix, Arizona, metropolitan area. J. Appl. Meteor., 41, 971–979.

    • Search Google Scholar
    • Export Citation
  • Zhong, S., and Whiteman C. D. , 2008: Downslope flows in a low-angle slope and their interactions with valley inversions. Part II: Numerical modeling. J. Appl. Meteor. Climatol., 47, 2039–2057.

    • Search Google Scholar
    • Export Citation
  • Zhong, S., Whiteman C. D. , Bian X. , Shaw W. J. , and Hubbe J. M. , 2001: Meteorological processes affecting the evolution of a wintertime cold air pool in the Columbia basin. Mon. Wea. Rev., 129, 2600–2613.

    • Search Google Scholar
    • Export Citation
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