Model Bias in a Continuously Cycled Assimilation System and Its Influence on Convection-Permitting Forecasts

AbstractDuring the spring 2011 season, a real-time continuously cycled ensemble data assimilation system using the Advanced Research version of the Weather Research and Forecasting Model (WRF) coupled with the Data Assimilation Research Testbed toolkit provided initial and boundary conditions for deterministic convection-permitting forecasts, also using WRF, over the eastern two-thirds of the conterminous United States (CONUS). In this study the authors evaluate the mesoscale assimilation system and the convection-permitting forecasts, at 15- and 3-km grid spacing, respectively. Experiments employing different physics options within the continuously cycled ensemble data assimilation system are shown to lead to differences in the mean mesoscale analysis characteristics. Convection-permitting forecasts with a fixed model configuration are initialized from these physics-varied analyses, as well as control runs from 0.5° Global Forecast System (GFS) analysis. Systematic bias in the analysis background influen...

[1]  S. J. Weiss,et al.  Probabilistic Forecast Guidance for Severe Thunderstorms Based on the Identification of Extreme Phenomena in Convection-Allowing Model Forecasts , 2011 .

[2]  Jeffrey L. Anderson Localization and Sampling Error Correction in Ensemble Kalman Filter Data Assimilation , 2012 .

[3]  Kevin W. Manning,et al.  Experiences with 0–36-h Explicit Convective Forecasts with the WRF-ARW Model , 2008 .

[4]  Eric Gilleland,et al.  Intercomparison of Spatial Forecast Verification Methods , 2009 .

[5]  V. Kumar,et al.  Systematic Differences in Aircraft and Radiosonde Temperatures , 2008 .

[6]  John D. Tuttle,et al.  Inferences of Predictability Associated with Warm Season Precipitation Episodes , 2001 .

[7]  J. D. Tarpley,et al.  Implementation of Noah land surface model advances in the National Centers for Environmental Prediction operational mesoscale Eta model , 2003 .

[8]  W. Skamarock,et al.  The Impact of Positive-Definite Moisture Transport on NWP Precipitation Forecasts , 2009 .

[9]  Ryan D. Torn,et al.  Performance Characteristics of a Pseudo-Operational Ensemble Kalman Filter , 2008 .

[10]  N. Roberts,et al.  Scale-Selective Verification of Rainfall Accumulations from High-Resolution Forecasts of Convective Events , 2008 .

[11]  J. Dudhia,et al.  A New Vertical Diffusion Package with an Explicit Treatment of Entrainment Processes , 2006 .

[12]  Adam J. Clark,et al.  Contributions of Mixed Physics versus Perturbed Initial/Lateral Boundary Conditions to Ensemble-Based Precipitation Forecast Skill , 2008 .

[13]  Barbara G. Brown,et al.  Forecast verification: current status and future directions , 2008 .

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

[15]  Barry E. Schwartz,et al.  Relative Short-Range Forecast Impact from Aircraft, Profiler, Radiosonde, VAD, GPS-PW, METAR, and Mesonet Observations via the RUC Hourly Assimilation Cycle , 2010 .

[16]  C. Snyder,et al.  A Multicase Comparative Assessment of the Ensemble Kalman Filter for Assimilation of Radar Observations. Part I: Storm-Scale Analyses , 2009 .

[17]  S. Cohn,et al.  Ooce Note Series on Global Modeling and Data Assimilation Construction of Correlation Functions in Two and Three Dimensions and Convolution Covariance Functions , 2022 .

[18]  C. Velden,et al.  Recent Innovations in Deriving Tropospheric Winds from Meteorological Satellites , 2005 .

[19]  Jeffrey L. Anderson Spatially and temporally varying adaptive covariance inflation for ensemble filters , 2009 .

[20]  W. Skamarock Evaluating Mesoscale NWP Models Using Kinetic Energy Spectra , 2004 .

[21]  G. Thompson,et al.  Explicit Forecasts of Winter Precipitation Using an Improved Bulk Microphysics Scheme. Part II: Implementation of a New Snow Parameterization , 2008 .

[22]  Erik N. Rasmussen,et al.  The Second Verification of the Origins of Rotation in Tornadoes Experiment: VORTEX2 , 2012 .

[23]  S. J. Weiss,et al.  Next-Day Convection-Allowing WRF Model Guidance: A Second Look at 2-km versus 4-km Grid Spacing , 2009 .

[24]  G. Thompson,et al.  Impact of Cloud Microphysics on the Development of Trailing Stratiform Precipitation in a Simulated Squall Line: Comparison of One- and Two-Moment Schemes , 2009 .

[25]  M. Xue,et al.  A Comparison of Precipitation Forecast Skill between Small Convection-Allowing and Large Convection-Parameterizing Ensembles , 2009 .

[26]  Z. B. Bouallègue,et al.  Uncertainties in COSMO-DE precipitation forecasts introduced by model perturbations and variation of lateral boundaries , 2011 .

[27]  M. Moncrieff,et al.  Sensitivity of Cloud-Resolving Simulations of Warm-Season Convection to Cloud Microphysics Parameterizations , 2007 .

[28]  Yong-Run Guo,et al.  The Weather Research and Forecasting Model's Community Variational/Ensemble Data Assimilation System: WRFDA , 2012 .

[29]  S. J. Weiss,et al.  Assessing Advances in the Assimilation of Radar Data and Other Mesoscale Observations within a Collaborative Forecasting-Research Environment , 2010 .

[30]  Jeffrey L. Anderson An Ensemble Adjustment Kalman Filter for Data Assimilation , 2001 .

[31]  M. Tiedtke A Comprehensive Mass Flux Scheme for Cumulus Parameterization in Large-Scale Models , 1989 .

[32]  David J. Stensrud,et al.  Assimilating AIRS Temperature and Mixing Ratio Profiles Using an Ensemble Kalman Filter Approach for Convective-Scale Forecasts , 2012 .

[33]  Kenneth J. Westrick,et al.  Does Increasing Horizontal Resolution Produce More Skillful Forecasts , 2002 .

[34]  M. Buehner,et al.  Intercomparison of Variational Data Assimilation and the Ensemble Kalman Filter for Global Deterministic NWP. Part II: One-Month Experiments with Real Observations , 2010 .

[35]  S. J. Weiss,et al.  An Overview Of the 2010 hAzArdOus weAther testbed experimentAl fOrecAst prOgrAm spring experiment , 2012 .

[36]  Elizabeth E. Ebert,et al.  Fuzzy verification of high‐resolution gridded forecasts: a review and proposed framework , 2008 .

[37]  Gregory J. Hakim,et al.  Evaluation of Surface Analyses and Forecasts with a Multiscale Ensemble Kalman Filter in Regions of Complex Terrain , 2011 .

[38]  Louis J. Wicker,et al.  Wind and Temperature Retrievals in the 17 May 1981 Arcadia, Oklahoma, Supercell: Ensemble Kalman Filter Experiments , 2004 .

[39]  U. Damrath,et al.  Probabilistic precipitation forecasts from a deterministic model: a pragmatic approach , 2005 .

[40]  John S. Kain,et al.  The Kain–Fritsch Convective Parameterization: An Update , 2004 .

[41]  S. J. Weiss,et al.  Some Practical Considerations Regarding Horizontal Resolution in the First Generation of Operational Convection-Allowing NWP , 2008 .

[42]  Yuqing Wang,et al.  Improved Representation of Boundary Layer Clouds over the Southeast Pacific in ARW-WRF Using a Modified Tiedtke Cumulus Parameterization Scheme* , 2011 .

[43]  Chris Snyder,et al.  Model Uncertainty in a Mesoscale Ensemble Prediction System: Stochastic versus Multiphysics Representations , 2011 .

[44]  Nigel Roberts,et al.  Intercomparison of Spatial Forecast Verification Methods: Identifying Skillful Spatial Scales Using the Fractions Skill Score , 2010 .

[45]  David J. Stensrud,et al.  Surface Data Assimilation Using an Ensemble Kalman Filter Approach with Initial Condition and Model Physics Uncertainties , 2005 .

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

[47]  J. Schofield,et al.  Observing Earth's atmosphere with radio occultation measurements using the Global Positioning System , 1997 .

[48]  Stanley G. Benjamin,et al.  CONVECTIVE-SCALE WARN-ON-FORECAST SYSTEM: A vision for 2020 , 2009 .

[49]  Jeffrey L. Anderson,et al.  The Data Assimilation Research Testbed: A Community Facility , 2009 .

[50]  Kevin W. Manning,et al.  Effects of surface heat and moisture exchange on ARW-WRF warm-season precipitation forecasts over the central United States , 2011 .

[51]  Chris Snyder,et al.  Impact of Assimilating AMSU-A Radiances on Forecasts of 2008 Atlantic Tropical Cyclones Initialized with a Limited-Area Ensemble Kalman Filter , 2012 .

[52]  Chris Snyder,et al.  Ensemble Kalman Filter Assimilation of Fixed Screen-Height Observations in a Parameterized PBL , 2005 .

[53]  Christian Rocken,et al.  Inversion and error estimation of GPS radio occultation Data , 2004 .

[54]  R. Torn,et al.  Evaluation of the Advanced Hurricane WRF Data Assimilation System for the 2009 Atlantic Hurricane Season , 2013 .

[55]  Z. Janjic The Step-Mountain Eta Coordinate Model: Further Developments of the Convection, Viscous Sublayer, and Turbulence Closure Schemes , 1994 .

[56]  Jeffrey L. Anderson,et al.  Scalable Implementations of Ensemble Filter Algorithms for Data Assimilation , 2007 .

[57]  Jean-François Caron,et al.  The Canadian Regional Data Assimilation and Forecasting System , 2010 .

[58]  Fanyou Kong,et al.  Multiresolution Ensemble Forecasts of an Observed Tornadic Thunderstorm System. Part II: Storm-Scale Experiments , 2007 .

[59]  W. Gallus,et al.  Comparison of the Diurnal Precipitation Cycle in Convection-Resolving and Non-Convection-Resolving Mesoscale Models , 2007 .

[60]  E. Mlawer,et al.  Radiative transfer for inhomogeneous atmospheres: RRTM, a validated correlated-k model for the longwave , 1997 .

[61]  R. Torn,et al.  The Influence of Shallow Convection on Tropical Cyclone Track Forecasts , 2012 .

[62]  R. Torn Performance of a Mesoscale Ensemble Kalman Filter (EnKF) during the NOAA High-Resolution Hurricane Test , 2010 .

[63]  S. J. Weiss,et al.  Examination of convection-allowing configurations of the WRF model for the prediction of severe convective weather : The SPC/NSSL spring program 2004 , 2006 .

[64]  K. Hubbard,et al.  Sensor and Electronic Biases/Errors in Air Temperature Measurements in Common Weather Station Networks* , 2004 .

[65]  Ryan D. Torn,et al.  Boundary Conditions for Limited-Area Ensemble Kalman Filters , 2006 .

[66]  J. Michael Fritsch,et al.  Improving quantitative precipitation forecasts in the warm season: A USWRP research and development strategy , 2004 .

[67]  S. J. Weiss,et al.  Toward Improved Convection-Allowing Ensembles: Model Physics Sensitivities and Optimizing Probabilistic Guidance with Small Ensemble Membership , 2010 .

[68]  G. Brier VERIFICATION OF FORECASTS EXPRESSED IN TERMS OF PROBABILITY , 1950 .