Convective Boundary Layer Depth: Improved Measurement by Doppler Radar Wind Profiler Using Fuzzy Logic Methods

Laura Bianco University of L'Aquila, L'Aquila, Italy

Search for other papers by Laura Bianco in
Current site
Google Scholar
PubMed
Close
and
James M. Wilczak NOAA/Environmental Technology Laboratory, Boulder, Colorado

Search for other papers by James M. Wilczak in
Current site
Google Scholar
PubMed
Close
Restricted access

We are aware of a technical issue preventing figures and tables from showing in some newly published articles in the full-text HTML view.
While we are resolving the problem, please use the online PDF version of these articles to view figures and tables.

Abstract

A new method for estimating the mixing depth of the atmosphere's convective boundary layer is developed for use with wind-profiling radars. This method applies “fuzzy logic” methods to give an improved determination of the atmospheric signal in radar spectra. The method then applies fuzzy logic again to calculate the depth of the convective boundary layer, using vertical profiles of both radar-derived signal-to-noise ratio and variance of vertical velocity. A comparison with independent boundary layer depth observations at two radar wind profiler sites shows that the new method gives significantly more accurate estimates of the boundary layer depth (correlation coefficients of 0.91 and 0.96) than does a standard method (correlation coefficients of 0.14 and 0.80). Also, the new method reduces the absolute error of the mixing-depth estimates to a level similar to the vertical range resolution of the profilers.

Corresponding author address: Dr. James M. Wilczak, NOAA/Environmental Technology Laboratory, R/ET7, 325 Broadway, Boulder, CO 80305-3328. Email: James.M.Wilczak@noaa.gov

Abstract

A new method for estimating the mixing depth of the atmosphere's convective boundary layer is developed for use with wind-profiling radars. This method applies “fuzzy logic” methods to give an improved determination of the atmospheric signal in radar spectra. The method then applies fuzzy logic again to calculate the depth of the convective boundary layer, using vertical profiles of both radar-derived signal-to-noise ratio and variance of vertical velocity. A comparison with independent boundary layer depth observations at two radar wind profiler sites shows that the new method gives significantly more accurate estimates of the boundary layer depth (correlation coefficients of 0.91 and 0.96) than does a standard method (correlation coefficients of 0.14 and 0.80). Also, the new method reduces the absolute error of the mixing-depth estimates to a level similar to the vertical range resolution of the profilers.

Corresponding author address: Dr. James M. Wilczak, NOAA/Environmental Technology Laboratory, R/ET7, 325 Broadway, Boulder, CO 80305-3328. Email: James.M.Wilczak@noaa.gov

Save
  • Angevine, W. M., White A. B. , and Avery S. K. , 1994a: Boundary-layer depth and entrainment zone characterization with a boundary-layer profiler. Bound.-Layer Meteor., 68 , 375385.

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Angevine, W. M., Ecklund W. L. , Carter D. A. , Cage K. S. , and Moran K. P. , 1994b: Improved radio-acoustic sounding techniques. J. Atmos. Oceanic Technol., 11 , 4249.

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Bianco, L., and Wilczak J. M. , 2002: Fuzzy logic membership functions and rules for determining convective boundary layer mixing depth from wind profiling radars. NOAA Tech. Memo., in press.

    • Search Google Scholar
    • Export Citation
  • Cornman, L. B., Goodrich R. K. , Morse C. S. , and Ecklund W. L. , 1998: A fuzzy logic method for improved moment estimation from Doppler spectra. J. Atmos. Oceanic Technol., 15 , 12871305.

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Fochesatto, G. J., Drobinski P. , Flamant C. , Guedalia D. , Sarrat C. , Flamant P. H. , and Pelon J. , 2001: Evidence of dynamical coupling between the residual layer and the developing convective boundary layer. Bound.-Layer Meteor., 99 , 451464.

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Klir, G. J., and Yuan B. , 1997: Fuzzy Set Theory Foundations and Applications. Prentice Hall, 245 pp.

  • Moran, K. P., and Strauch R. G. , 1994: The accuracy of RASS temperature measurements corrected for vertical air motion. J. Atmos. Oceanic Technol., 11 , 9951001.

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Ottersten, H., 1969: Atmospheric structure and radar backscattering in clear air. Radio Sci., 4 , 11791193.

  • Riddle, A., and Angevine W. M. , 1991: Ground clutter removal from profiler spectra. Proc. Fifth Workshop on Technical and Scientific Aspects of MST Radar, Aberystwythe, United Kingdom, URSI, 197–198.

    • Search Google Scholar
    • Export Citation
  • Strauch, R. G., Merritt D. A. , Moran K. P. , Earnshaw K. B. , and van de Kamp D. , 1984: The Colorado wind profiling network. J. Atmos. Oceanic Technol., 1 , 3749.

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Weber, B. L., Wuertz D. B. , Law D. C. , Frisch A. S. , and Brown J. M. , 1992: Effects of small-scale vertical motion on radar measurements of wind and temperature profiles. J. Atmos. Oceanic Technol., 9 , 193209.

    • Crossref
    • Search Google Scholar
    • Export Citation
  • White, A. B., 1993: Mixing depth detection using 915-MHz radar reflectivity data. Preprints, Eighth Symp. on Observations and Instrumentation, Anaheim, CA, Amer. Meteor. Soc., 248–250.

    • Search Google Scholar
    • Export Citation
  • White, A. B., Senff C. J. , and Banta R. M. , 1999: A comparison of mixing depths observed by ground-based wind profilers and airborne Lidar. J. Atmos. Oceanic Technol., 16 , 584590.

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Wilczak, J. M., and Coauthors. 1995: Contamination of wind profiler data by migrating birds: Characteristics of corrupted data and potential solutions. J. Atmos. Oceanic Technol., 12 , 449467.

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Wilczak, J. M., Cancillo M. Luisa , and King C. W. , 1997: A wind profiler climatology of boundary layer structure above the boreal forest. J. Geophys. Res., 102 , 2908329100.

    • Crossref
    • Search Google Scholar
    • Export Citation
All Time Past Year Past 30 Days
Abstract Views 0 0 0
Full Text Views 1133 470 74
PDF Downloads 640 103 10