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Volumn 140, Issue 7, 2012, Pages 2126-2146

Ensemble probabilistic forecasts of a tornadic mesoscale convective system from ensemble Kalman filter analyses using WSR-88D and CASA radar data

Author keywords

Convective scale processes; Ensembles; Kalman filters; Mesoscale models; Numerical weather prediction forecasting; Radars Radar observations

Indexed keywords

ADAPTIVE SENSING; CONVECTIVE-SCALE PROCESSES; DATA ASSIMILATION; ENSEMBLE FORECASTS; ENSEMBLE KALMAN FILTER; ENSEMBLES; HIGH PROBABILITY; MESOSCALE CONVECTIVE SYSTEM; MESOSCALE MODEL; MESOVORTEX; MICROPHYSICS; MODEL PHYSICS; NEAR-SURFACE; NUMERICAL WEATHER PREDICTION; NUMERICAL WEATHER PREDICTION MODELS; OKLAHOMA; PRECIPITATION FORECAST; PROBABILISTIC FORECASTS; PROBABILISTIC VERIFICATION; RADAR DATA; RADAR REFLECTIVITIES; S-BAND RADAR; TIME-SCALES; WEATHER SURVEILLANCE RADAR-1988 DOPPLER;

EID: 84864858858     PISSN: 00270644     EISSN: 15200493     Source Type: Journal    
DOI: 10.1175/MWR-D-11-00117.1     Document Type: Article
Times cited : (57)

References (54)
  • 1
    • 77955524010 scopus 로고    scopus 로고
    • A multicase comparative assessment of the ensemble Kalman filter for assimilation of radar observations
    • Aksoy, A., D. C. Dowell, and C. Snyder, 2010: A multicase comparative assessment of the ensemble Kalman filter for assimilation of radar observations. Part II: Short-range ensemble forecasts. Mon. Wea. Rev., 138, 1273-1292.
    • (2010) Part II. Short-range ensemble forecasts. Mon. Wea. Rev. , vol.138 , pp. 1273-1292
    • Aksoy, A.1    Dowell, D.C.2    Snyder, C.3
  • 3
    • 69549098197 scopus 로고    scopus 로고
    • Ensemble transform Kalman filter perturbations for a regional ensemble prediction system
    • Bowler, N. E., and K. R. Mylne, 2009: Ensemble transform Kalman filter perturbations for a regional ensemble prediction system. Quart. J. Roy. Meteor. Soc., 135, 757-766.
    • (2009) Quart. J. Roy. Meteor. Soc. , vol.135 , pp. 757-766
    • Bowler, N.E.1    Mylne, K.R.2
  • 4
    • 0003010182 scopus 로고
    • Verification of weather forecasts expressed in terms of probability
    • Brier, G. W., 1950: Verification of weather forecasts expressed in terms of probability. Mon. Wea. Rev., 78, 1-3.
    • (1950) Mon. Wea. Rev. , vol.78 , pp. 1-3
    • Brier, G.W.1
  • 5
    • 77953597013 scopus 로고    scopus 로고
    • Evaluation of distributed collaborative adaptive sensing for detection of low-level circulations and implications for severe weather operations
    • Brotzge, J., K. Hondle, B. Philips, L. Lemon, E. Bass, D. Rude, and D. Andra Jr., 2010: Evaluation of distributed collaborative adaptive sensing for detection of low-level circulations and implications for severe weather operations. Wea. Forecasting, 25, 173-189.
    • (2010) Wea. Forecasting , vol.25 , pp. 173-189
    • Brotzge, J.1    Hondle, K.2    Philips, B.3    Lemon, L.4    Bass, E.5    Rude, D.6    Andra Jr., D.7
  • 6
    • 0002531176 scopus 로고    scopus 로고
    • Potential forecast skill of ensemble prediction and spread and skill distributions of the ECMWF ensemble prediction system
    • Buizza, R., 1997: Potential forecast skill of ensemble prediction and spread and skill distributions of the ECMWF ensemble prediction system. Mon. Wea. Rev., 125, 99-119.
    • (1997) Mon. Wea. Rev. , vol.125 , pp. 99-119
    • Buizza, R.1
  • 7
    • 0036647310 scopus 로고    scopus 로고
    • Inferences of predictability associated with warm season precipitation episodes
    • 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.
    • (2002) J. Atmos. Sci. , vol.59 , pp. 2033-2056
    • Carbone, R.E.1    Tuttle, J.D.2    Ahijevych, D.A.3    Trier, S.B.4
  • 9
    • 84864842248 scopus 로고    scopus 로고
    • High resolution analyses of the 8 May 2003 Oklahoma City storm. Part II. EnKF data assimilation and forecast experiments. Preprints, 22nd Conf. on Severe Local Storms, Hyannis, MA, Amer. Meteor. Soc., 12.5. Available online at
    • Dowell, D. C., L. J. Wicker, and D. J. Stensrud, 2004: High resolution analyses of the 8 May 2003 Oklahoma City storm. Part II: EnKF data assimilation and forecast experiments. Preprints, 22nd Conf. on Severe Local Storms, Hyannis, MA, Amer. Meteor. Soc., 12.5. [Available online at http://ams.confex.com/ams/pdfpapers/81393.pdf.]
    • (2004)
    • Dowell, D.C.1    Wicker, L.J.2    Stensrud, D.J.3
  • 11
    • 0035475022 scopus 로고    scopus 로고
    • Ability of a poor man's ensemble to predict the probability and distribution of precipitation
    • Ebert, E. E., 2001: Ability of a poor man's ensemble to predict the probability and distribution of precipitation. Mon. Wea. Rev., 129, 2461-2480.
    • (2001) Mon. Wea. Rev. , vol.129 , pp. 2461-2480
    • Ebert, E.E.1
  • 13
    • 0028193070 scopus 로고
    • Sequential data assimilation with a nonlinear quasi-geostrophic model using Monte Carlo methods to forecast error statistics
    • 162
    • Evensen, G., 1994: Sequential data assimilation with a nonlinear quasi-geostrophic model using Monte Carlo methods to forecast error statistics. J. Geophys. Res., 99, 10 143-10 162.
    • (1994) J. Geophys. Res. , vol.99 , Issue.10 , pp. 143-210
    • Evensen, G.1
  • 15
    • 78650977787 scopus 로고    scopus 로고
    • Global ensemble predictions of 2009's tropical cyclones initialized with an ensemble Kalman filter
    • Hamill, T. M., J. S. Whitaker, M. Fiorino, and S. G. Benjamin, 2011: Global ensemble predictions of 2009's tropical cyclones initialized with an ensemble Kalman filter. Mon. Wea. Rev., 139, 668-688.
    • (2011) Mon. Wea. Rev. , vol.139 , pp. 668-688
    • Hamill, T.M.1    Whitaker, J.S.2    Fiorino, M.3    Benjamin, S.G.4
  • 16
    • 33748988978 scopus 로고    scopus 로고
    • The WRF single-moment 6-class microphysics scheme (WSM6)
    • Hong, S.-Y., and J.-O. J. Lim, 2006: The WRF single-moment 6-class microphysics scheme (WSM6). J. Korean Meteor. Soc., 42, 129-151.
    • (2006) J. Korean Meteor. Soc. , vol.42 , pp. 129-151
    • Hong, S.-Y.1    Lim, J.-O.2
  • 19
    • 33645323212 scopus 로고    scopus 로고
    • 3DVARand cloud analysis with WSR-88D level-II data for the prediction of Fort Worth tornadic thunderstorms
    • Hu, M., M. Xue, and K. Brewster, 2006:3DVARand cloud analysis with WSR-88D level-II data for the prediction of Fort Worth tornadic thunderstorms. Part I: Cloud analysis and its impact. Mon. Wea. Rev., 134, 675-698.
    • (2006) Part I. Cloud analysis and its impact. Mon. Wea. Rev. , vol.134 , pp. 675-698
    • Hu, M.1    Xue, M.2    Brewster, K.3
  • 21
    • 84864842250 scopus 로고    scopus 로고
    • Preprints, 24th Conf. on Weather Forecasting/20th Conf. on Numerical Weather Prediction, Seattle, WA, Amer. Meteor. Soc., 457. Available online at
    • Kong, F, and Coauthors, 2011: Evaluation of CAPSmulti-model stormscale ensemble forecast for the NOAA HWT 2010 Spring Experiment. Preprints, 24th Conf. on Weather Forecasting/20th Conf. on Numerical Weather Prediction, Seattle, WA, Amer. Meteor. Soc., 457. [Available online at http://ams.confex.com/ ams/91Annual/webprogram/Paper181680.html.]
    • (2011) Evaluation of CAPSmulti-model stormscale ensemble forecast for the NOAA HWT 2010 Spring Experiment
    • Kong, F.1
  • 22
    • 0000630257 scopus 로고
    • Theoretical skill of Monte Carlo forecasts
    • Leith, C. E., 1974: Theoretical skill of Monte Carlo forecasts. Mon. Wea. Rev., 102, 409-418.
    • (1974) Mon. Wea. Rev. , vol.102 , pp. 409-418
    • Leith, C.E.1
  • 23
    • 0025590045 scopus 로고
    • Numerical prediction of thunderstorms-Has its time come? Quart
    • Lilly, D. K., 1990: Numerical prediction of thunderstorms-Has its time come? Quart. J. Roy. Meteor. Soc., 116, 779-798.
    • (1990) J. Roy. Meteor. Soc. , vol.116 , pp. 779-798
    • Lilly, D.K.1
  • 24
    • 0020968202 scopus 로고
    • Bulk parameterization of the snow field in a cloud model
    • Lin, Y.-L., R. D. Farley, and H. D. Orville, 1983: Bulk parameterization of the snow field in a cloud model. J. Climate Appl. Meteor., 22, 1065-1092.
    • (1983) J. Climate Appl. Meteor. , vol.22 , pp. 1065-1092
    • Lin, Y.-L.1    Farley, R.D.2    Orville, H.D.3
  • 25
    • 0000853495 scopus 로고
    • The predictability of a flow which possesses many scales of motion
    • Lorenz, E. N., 1969: The predictability of a flow which possesses many scales of motion. Tellus, 21, 289-307.
    • (1969) Tellus , vol.21 , pp. 289-307
    • Lorenz, E.N.1
  • 26
    • 0033208324 scopus 로고    scopus 로고
    • Conditional probabilities, relative operating characteristics, and relative operating levels
    • Mason, S. J., and N. E. Graham, 1999: Conditional probabilities, relative operating characteristics, and relative operating levels. Wea. Forecasting, 14, 713-725.
    • (1999) Wea. Forecasting , vol.14 , pp. 713-725
    • Mason, S.J.1    Graham, N.E.2
  • 27
    • 75249083530 scopus 로고    scopus 로고
    • Short-wavelength technology and the potential for distributed networks of small radar systems
    • McLaughlin, D., and Coauthors, 2009: Short-wavelength technology and the potential for distributed networks of small radar systems. Bull. Amer. Meteor. Soc., 90, 1797-1817.
    • (2009) Bull. Amer. Meteor. Soc. , vol.90 , pp. 1797-1817
    • McLaughlin, D.1
  • 29
    • 68249141503 scopus 로고    scopus 로고
    • Using a low-order model to detect and characterize tornadoes in multiple-Doppler radar data
    • Potvin, C.K., A. Shapiro, T.-Y. Yu, J.Gao, andM.Xue, 2009: Using a low-order model to detect and characterize tornadoes in multiple-Doppler radar data. Mon. Wea. Rev., 137, 1230-1249.
    • (2009) Mon. Wea. Rev. , vol.137 , pp. 1230-1249
    • Potvin, C.K.1    Shapiro, A.2    Yu, T.-Y.3    Gao, J.4    Xue, M.5
  • 30
    • 39749151765 scopus 로고    scopus 로고
    • Scale-selective verification of rainfall accumulations from high-resolution forecasts of convective events
    • Roberts, N. M., and H. W. Lean, 2008: Scale-selective verification of rainfall accumulations from high-resolution forecasts of convective events. Mon. Wea. Rev., 136, 78-97.
    • (2008) Mon. Wea. Rev. , vol.136 , pp. 78-97
    • Roberts, N.M.1    Lean, H.W.2
  • 31
    • 79951649710 scopus 로고    scopus 로고
    • The analysis and prediction of the 8-9 May 2007 Oklahoma tornadicmesoscale convective system by assimilating WSR-88D and CASA radar data using 3DVAR
    • Schenkman, A., M. Xue, A. Shapiro, K. Brewster, and J. Gao, 2011: The analysis and prediction of the 8-9 May 2007 Oklahoma tornadicmesoscale convective system by assimilating WSR-88D and CASA radar data using 3DVAR. Mon. Wea. Rev., 139, 224-246.
    • (2011) Mon. Wea. Rev. , vol.139 , pp. 224-246
    • Schenkman, A.1    Xue, M.2    Shapiro, A.3    Brewster, K.4    Gao, J.5
  • 32
    • 0000198290 scopus 로고
    • An explicit cloud physics parameterization for operational numerical weather prediction
    • Schultz, P., 1995: An explicit cloud physics parameterization for operational numerical weather prediction. Mon. Wea. Rev., 123, 3331-3343.
    • (1995) Mon. Wea. Rev. , vol.123 , pp. 3331-3343
    • Schultz, P.1
  • 33
    • 84864837903 scopus 로고    scopus 로고
    • Optimizing probabilistic high-resolution ensemble guidance for hydrologic prediction. Preprints, 23rd Conf. on Hydrology, Phoenix, AZ, Amer. Meteor. Soc., 9.4. [Available online at
    • Schwartz, C. S., et al 2009: Optimizing probabilistic high-resolution ensemble guidance for hydrologic prediction. Preprints, 23rd Conf. on Hydrology, Phoenix, AZ, Amer. Meteor. Soc., 9.4. [Available online at http://ams.confex.com/ams/pdfpapers/147171.pdf.]
    • (2009)
    • Schwartz, C.S.1
  • 34
    • 77953584929 scopus 로고    scopus 로고
    • Toward improved convection-allowing ensembles Model physics sensitivities and optimizing probabilistic guidance with small ensemble membership
    • Schwartz, C. S, et al, 2010: Toward improved convection-allowing ensembles: Model physics sensitivities and optimizing probabilistic guidance with small ensemble membership. Wea. Forecasting, 25, 263-280.
    • (2010) Wea. Forecasting , vol.25 , pp. 263-280
    • Schwartz, C.S.1
  • 35
    • 61349091742 scopus 로고    scopus 로고
    • Effects of microphysical drop size distribution on tornadogenesis in supercell thunderstorms
    • doi:10.1029/2008GL035866
    • Snook, N., and M. Xue, 2008: Effects of microphysical drop size distribution on tornadogenesis in supercell thunderstorms. Geophys. Res. Lett., 35, L24803, doi:10.1029/2008GL035866.
    • (2008) Geophys. Res. Lett. , vol.35
    • Snook, N.1    Xue, M.2
  • 36
    • 84855793798 scopus 로고    scopus 로고
    • Snook, N., and M. Xue, and Y. Jung, 2011: Analysis of a tornadic meoscale convective vortex based on ensemble Kalman filter assimilation of CASA X-band and WSR-88D radar data. Mon. Wea. Rev., 139, 3446-3468.
    • (2011) Mon. Wea. Rev. , vol.139 , pp. 3446-3468
    • Snook, N.1    Xue, M.2    Jung, Y.3
  • 37
    • 0141571533 scopus 로고    scopus 로고
    • Assimilation of simulated Doppler radar observations with an ensemble Kalman filter
    • Snyder, C., and F. Zhang, 2003: Assimilation of simulated Doppler radar observations with an ensemble Kalman filter. Mon. Wea. Rev., 131, 1663-1677.
    • (2003) Mon. Wea. Rev. , vol.131 , pp. 1663-1677
    • Snyder, C.1    Zhang, F.2
  • 38
    • 77955530820 scopus 로고    scopus 로고
    • Importance of horizontally inhomogeneous environmental initial conditions to ensemble storm-scale radar data assimilation and very short-range forecasts
    • Stensrud, D. J., and J. Gao, 2010: Importance of horizontally inhomogeneous environmental initial conditions to ensemble storm-scale radar data assimilation and very short-range forecasts. Mon. Wea. Rev., 138, 1250-1272.
    • (2010) Mon. Wea. Rev. , vol.138 , pp. 1250-1272
    • Stensrud, D.J.1    Gao, J.2
  • 39
    • 70450178185 scopus 로고    scopus 로고
    • 2009. Convective-scale warn-on-forecast system. A vision for
    • Stensrud, D. J, et al, 2009: Convective-scale warn-on-forecast system: A vision for 2020. Bull. Amer. Meteor. Soc., 90, 1487-1499.
    • (2020) Bull. Amer. Meteor. Soc. , vol.90 , pp. 1487-1499
    • Stensrud, D.J.1
  • 40
    • 0031806784 scopus 로고    scopus 로고
    • Dynamical and microphysical retrieval from Doppler radar observations using a cloud model and its adjoint
    • Sun, J., and N. A. Crook, 1998: Dynamical and microphysical retrieval from Doppler radar observations using a cloud model and its adjoint. Part II: Retrieval experiments of an observed Florida convective storm. J. Atmos. Sci., 55, 835-852.
    • (1998) J. Atmos. Sci. , vol.55 , pp. 835-852
    • Sun, J.1    Crook, N.A.2
  • 41
    • 0026266978 scopus 로고
    • Recovery of threedimensional wind and temperature fields from simulated single-Doppler radar data
    • Sun, J, D. W. Flicker, and D. K. Lilly, 1991: Recovery of threedimensional wind and temperature fields from simulated single-Doppler radar data. J. Atmos. Sci., 48, 876-890.
    • (1991) J. Atmos. Sci. , vol.48 , pp. 876-890
    • Sun, J.1    Flicker, D.W.2    Lilly, D.K.3
  • 42
    • 24744470639 scopus 로고    scopus 로고
    • Probabilistic precipitation forecasts from a deterministic model
    • Theis, S. E., A. Hense, and U. Damrath, 2005: Probabilistic precipitation forecasts from a deterministic model: A pragmatic approach. Meteor. Appl., 12, 257-268.
    • (2005) A pragmatic approach. Meteor. Appl. , vol.12 , pp. 257-268
    • Theis, S.E.1    Hense, A.2    Damrath, U.3
  • 43
    • 44449143334 scopus 로고    scopus 로고
    • Ensemble Kalman filter assimilation of Doppler radar data for the initialization and prediction of convective storms
    • 243 pp
    • Tong, M., 2006: Ensemble Kalman filter assimilation of Doppler radar data for the initialization and prediction of convective storms. Ph.D. dissertation, School of Meteorology, University of Oklahoma, 243 pp.
    • (2006) Ph. D. dissertation, School of Meteorology, University of Oklahoma
    • Tong, M.1
  • 44
    • 24144494208 scopus 로고    scopus 로고
    • Ensemble Kalman filter assimilation of Doppler radar data with a compressible nonhydrostatic model
    • Tong, M, and M. Xue, 2005a: Ensemble Kalman filter assimilation of Doppler radar data with a compressible nonhydrostatic model: OSS experiments. Mon. Wea. Rev., 133, 1789-1807.
    • (2005) OSS experiments. Mon. Wea. Rev. , vol.133 , pp. 1789-1807
    • Tong, M.1    Xue, M.2
  • 46
    • 44949155490 scopus 로고    scopus 로고
    • Simultaneous estimation of microphysical parameters and atmospheric state with radar data and ensemble square-root Kalman filter
    • Tong, M, and M. Xue, 2008: Simultaneous estimation of microphysical parameters and atmospheric state with radar data and ensemble square-root Kalman filter. Part I: Sensitivity analysis and parameter identifiability. Mon. Wea. Rev., 136, 1630-1648.
    • (2008) Part I. Sensitivity analysis and parameter identifiability. Mon. Wea. Rev. , vol.136 , pp. 1630-1648
    • Tong, M.1    Xue, M.2
  • 47
    • 0001509508 scopus 로고
    • Ensemble forecasting at NMC
    • Toth, Z., and E. Kalnay, 1993: Ensemble forecasting at NMC: The generation of perturbations. Bull.Amer. Meteor. Soc., 74, 2317-2330.
    • (1993) Bull. Amer. Meteor. Soc. , vol.74 , pp. 2317-2330
    • Toth, Z.1    Kalnay, E.2
  • 48
    • 0346515713 scopus 로고    scopus 로고
    • Low-level mesovortices within squall lines and bow echoes Part II. Their genesis and implications
    • Trapp, R. J., and M. L. Weisman, 2003: Low-level mesovortices within squall lines and bow echoes. Part II: Their genesis and implications. Mon. Wea. Rev., 131, 2804-2823.
    • (2003) Mon. Wea. Rev. , vol.131 , pp. 2804-2823
    • Trapp, R.J.1    Weisman, M.L.2
  • 50
    • 0344898900 scopus 로고    scopus 로고
    • The Advanced Regional Prediction System (ARPS), storm-scale numerical weather prediction and data assimilation
    • Xue, M., D.-H. Wang, J.-D. Gao, K. Brewster, and K. K. Droegemeier, 2003: The Advanced Regional Prediction System (ARPS), storm-scale numerical weather prediction and data assimilation. Meteor. Atmos. Phys., 82, 139-170.
    • (2003) Meteor. Atmos. Phys. , vol.82 , pp. 139-170
    • Xue, M.1    Wang, D.-H.2    Gao, J.-D.3    Brewster, K.4    Droegemeier, K.K.5
  • 53
    • 68249160487 scopus 로고    scopus 로고
    • Cloud-resolving hurricane initialization and prediction through assimilation of Doppler radar observations with an ensemble Kalman filter
    • Zhang, F., Y. Weng, J. A. Sippel, Z. Meng, and C. H. Bishop, 2009: Cloud-resolving hurricane initialization and prediction through assimilation of Doppler radar observations with an ensemble Kalman filter. Mon. Wea. Rev., 137, 2105-2125.
    • (2009) Mon. Wea. Rev. , vol.137 , pp. 2105-2125
    • Zhang, F.1    Weng, Y.2    Sippel, J.A.3    Meng, Z.4    Bishop, C.H.5
  • 54
    • 78650995305 scopus 로고    scopus 로고
    • Predicting Typhoon Morakot's catastrophic rainfall with a convectionpermitting mesoscale ensemble system
    • Zhang, F., Y. Weng, Y.-H. Kuo, J. S. Whitaker, and B. Xie, 2010: Predicting Typhoon Morakot's catastrophic rainfall with a convectionpermitting mesoscale ensemble system. Wea. Forecasting, 25, 1816-1825.
    • (2010) Wea. Forecasting , vol.25 , pp. 1816-1825
    • Zhang, F.1    Weng, Y.2    Kuo, Y.-H.3    Whitaker, J.S.4    Xie, B.5


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