Practical and Intrinsic Predictability of Severe and Convective Weather at the Mesoscales

AbstractThis study explores both the practical and intrinsic predictability of severe convective weather at the mesoscales using convection-permitting ensemble simulations of a squall line and bow echo event during the Bow Echo and Mesoscale Convective Vortex (MCV) Experiment (BAMEX) on 9–10 June 2003. Although most ensemble members—initialized with realistic initial condition uncertainties smaller than the NCEP Global Forecast System Final Analysis (GFS FNL) using an ensemble Kalman filter—forecast broad areas of severe convection, there is a large variability of forecast performance among different members, highlighting the limit of practical predictability. In general, the best-performing members tend to have a stronger upper-level trough and associated surface low, producing a more conducive environment for strong long-lived squall lines and bow echoes, once triggered. The divergence in development is a combination of a dislocation of the upper-level trough, surface low with corresponding marginal env...

[1]  E. Lorenz Atmospheric Predictability as Revealed by Naturally Occurring Analogues , 1969 .

[2]  S. Majumdar,et al.  Predicting the influence of observations on medium‐range forecasts of atmospheric flow , 2008 .

[3]  Cathy Hohenegger,et al.  Predictability and Error Growth Dynamics in Cloud-Resolving Models , 2007 .

[4]  R. Rotunno,et al.  Effects of Moist Convection on Mesoscale Predictability , 2003 .

[5]  M. Satoh,et al.  Predictability Aspects of Global Aqua-planet Simulations with Explicit Convection , 2008 .

[6]  Fuqing Zhang,et al.  Factors Affecting the Predictability of Hurricane Humberto (2007) , 2010 .

[7]  T. Palmer Extended-range atmospheric prediction and the Lorenz model , 1993 .

[8]  Fuqing Zhang,et al.  A Probabilistic Analysis of the Dynamics and Predictability of Tropical Cyclogenesis , 2008 .

[9]  Song‐You Hong,et al.  Improvement of the K-profile Model for the Planetary Boundary Layer based on Large Eddy Simulation Data , 2003 .

[10]  Joseph B. Klemp,et al.  The Dependence of Numerically Simulated Convective Storms on Vertical Wind Shear and Buoyancy , 1982 .

[11]  Fuqing Zhang,et al.  Effects of Moist Convection on Hurricane Predictability , 2009 .

[12]  Fuqing Zhang,et al.  Impacts of initial condition errors on mesoscale predictability of heavy precipitation along the Mei‐Yu front of China , 2007 .

[13]  Jordan G. Powers,et al.  A Description of the Advanced Research WRF Version 2 , 2005 .

[14]  Chris Snyder,et al.  Mesoscale Predictability of the “Surprise” Snowstorm of 24–25 January 2000 , 2002 .

[15]  Fuqing Zhang,et al.  Probabilistic Evaluation of the Dynamics and Predictability of the Mesoscale Convective Vortex of 10–13 June 2003 , 2007 .

[16]  Robert H. Johns,et al.  The Bow Echo and MCV Experiment: Observations and Opportunities , 2004 .

[17]  C. Schär,et al.  Atmospheric Predictability at Synoptic Versus Cloud-Resolving Scales , 2007 .

[18]  R. Rotunno,et al.  Mesoscale Predictability of Moist Baroclinic Waves: Convection-Permitting Experiments and Multistage Error Growth Dynamics , 2007 .

[19]  E. Lorenz Deterministic nonperiodic flow , 1963 .

[20]  Fuqing Zhang,et al.  Tests of an Ensemble Kalman Filter for Mesoscale and Regional-Scale Data Assimilation. Part IV: Comparison with 3DVAR in a Month-Long Experiment , 2007 .

[21]  Adam J. Clark,et al.  Growth of Spread in Convection-Allowing and Convection-Parameterizing Ensembles , 2010 .

[22]  H. Morrison,et al.  Impact of Microphysics Scheme Complexity on the Propagation of Initial Perturbations , 2012 .

[23]  J. Done,et al.  The next generation of NWP: explicit forecasts of convection using the weather research and forecasting (WRF) model , 2004 .

[24]  Louis J. Wicker,et al.  On the Predictability of Mesoscale Convective Systems: Three-Dimensional Simulations , 2008 .

[25]  G. Grell,et al.  A generalized approach to parameterizing convection combining ensemble and data assimilation techniques , 2002 .

[26]  J. Dudhia,et al.  A Revised Approach to Ice Microphysical Processes for the Bulk Parameterization of Clouds and Precipitation , 2004 .

[27]  Fuqing Zhang,et al.  Dynamics and Structure of Mesoscale Error Covariance of a Winter Cyclone Estimated through Short-Range Ensemble Forecasts , 2005 .

[28]  Fuqing Zhang,et al.  Tests of an Ensemble Kalman Filter for Mesoscale and Regional-Scale Data Assimilation. Part III: Comparison with 3DVAR in a Real-Data Case Study , 2008 .

[29]  Fuqing Zhang,et al.  Mesoscale predictability of an extreme warm-season precipitation event , 2006 .

[30]  J. Wyngaard,et al.  Resolution Requirements for the Simulation of Deep Moist Convection , 2003 .

[31]  R. Rotunno,et al.  Mesoscale Predictability of Moist Baroclinic Waves: Experiments with Parameterized Convection , 2004 .

[32]  G. Powers,et al.  A Description of the Advanced Research WRF Version 3 , 2008 .