Radar rainfall estimation of stratiform winter precipitation in the Belgian Ardennes

[1] Radars are known for their ability to obtain a wealth of information about spatial storm field characteristics. Unfortunately, rainfall estimates obtained by this instrument are known to be affected by multiple sources of error. Especially for stratiform precipitation systems, the quality of radar rainfall estimates starts to decrease at relatively close ranges. In the current study, the hydrological potential of weather radar is analyzed during a winter half-year for the hilly region of the Belgian Ardennes. A correction algorithm is proposed which corrects the radar data for errors related to attenuation, ground clutter, anomalous propagation, the vertical profile of reflectivity (VPR), and advection. No final bias correction with respect to rain gauge data was implemented because such an adjustment would not add to a better understanding of the quality of the radar data. The impact of the different corrections is assessed using rainfall information sampled by 42 hourly rain gauges. The largest improvement in the quality of the radar data is obtained by correcting for ground clutter. The impact of VPR correction and advection depends on the spatial variability and velocity of the precipitation system. Overall during the winter period, the radar underestimates the amount of precipitation as compared to the rain gauges. Remaining differences between both instruments can be attributed to spatial and temporal variability in the type of precipitation, which has not been taken into account.

[1]  P. M. Austin,et al.  Relation between Measured Radar Reflectivity and Surface Rainfall , 1987 .

[2]  A. Fornasiero,et al.  Enhanced radar precipitation estimates using a combined clutter and beam blockage correction technique , 2006 .

[3]  Georges-Marie Saulnier,et al.  Hydrologic Visibility of Weather Radar Systems Operating in Mountainous Regions: Case Study for the Ardèche Catchment (France) , 2002 .

[4]  Laurent Delobbe,et al.  Evaluation of radar-gauge merging methods for quantitative precipitation estimates , 2009 .

[5]  Alexis Berne,et al.  Temporal and spatial resolution of rainfall measurements required for urban hydrology , 2004 .

[6]  R. Leander,et al.  Estimation of Extreme Floods of the River Meuse Using a Stockastic Weather Generator and a Rainfall-Runoff Model , 2005 .

[7]  Frédéric Fabry,et al.  The accuracy of rainfall estimates by radar as a function of range , 1992 .

[8]  Mongi Marzoug,et al.  A Class of Single- and Dual-Frequency Algorithms for Rain-Rate Profiling from a Spaceborne Radar. Pad I: Principle and Tests from Numerical Simulations , 1994 .

[9]  R. Rinehart,et al.  Three-dimensional storm motion detection by conventional weather radar , 1978, Nature.

[10]  Mary Lynn Baeck,et al.  Hydrologic analysis of the Fort Collins, Colorado, flash flood of 1997 , 2000 .

[11]  Frédéric Fabry,et al.  High resolution rainfall measurements by radar for very small basins: the sampling problem reexamined , 1994 .

[12]  Marc Berenguer,et al.  A variational method for attenuation correction of radar signal , 2002 .

[13]  M. Kitchen,et al.  Real-time correction of weather radar data for the effects of bright band, range and orographic growth in widespread precipitation , 1994 .

[14]  Jay P. Breidenbach,et al.  Real-Time Correction of Spatially Nonuniform Bias in Radar Rainfall Data Using Rain Gauge Measurements , 2002 .

[15]  S. Michaelides,et al.  Variation of weather radar sensitivity at ground level and from space: case studies and possible causes , 2006 .

[16]  M. Borga,et al.  Influence of errors in radar rainfall estimates on hydrological modeling prediction uncertainty , 2006 .

[17]  Matthias Steiner,et al.  Effect of bias adjustment and rain gauge data quality control on radar rainfall estimation , 1999 .

[18]  Witold F. Krajewski,et al.  Estimation of the mean field bias of radar rainfall estimates , 1991 .

[19]  C. Doswell,et al.  Extreme Rainfall and Flooding from Supercell Thunderstorms , 2001 .

[20]  Phillip Jordan,et al.  Sampling errors in radar estimates of rainfall , 2000 .

[21]  G. Galli,et al.  Three Methods to Determine Profiles of Reflectivity from Volumetric Radar Data to Correct Precipitation Estimates , 2000 .

[22]  A. Kilambi,et al.  Extraction of near-surface index of refraction using radar phase measurements from ground targets , 1997, IEEE Antennas and Propagation Society International Symposium 1997. Digest.

[23]  A. Waldvogel,et al.  The N0 Jump of Raindrop Spectra , 1974 .

[24]  M. Steiner,et al.  The Microphysical Structure of Extreme Precipitation as Inferred from Ground-Based Raindrop Spectra , 2003 .

[25]  M. Kitchen,et al.  Representativeness errors in comparisons between radar and gauge measurements of rainfall , 1992 .

[26]  Carlton W. Ulbrich,et al.  Rainfall Measurement Error by WSR-88D Radars due to Variations in Z–R Law Parameters and the Radar Constant , 1999 .

[27]  Emmanouil N. Anagnostou,et al.  Effects of the radar observation process on inferred rainfall statistics , 1996 .

[28]  Walter Hitschfeld,et al.  ERRORS INHERENT IN THE RADAR MEASUREMENT OF RAINFALL AT ATTENUATING WAVELENGTHS , 1954 .

[29]  Phillip Jordan,et al.  A Stochastic Model of Radar Measurement Errors in Rainfall Accumulations at Catchment Scale , 2003 .

[30]  C. Ulbrich Natural Variations in the Analytical Form of the Raindrop Size Distribution , 1983 .

[31]  Radome attenuation — a serious limiting factor for quantitative radar measurements? , 1999 .

[32]  Marco Borga,et al.  Accuracy of radar rainfall estimates for streamflow simulation , 2002 .

[33]  Remko Uijlenhoet,et al.  A preliminary investigation of radar rainfall estimation in the Ardennes region and a first hydrological application for the Ourthe catchment , 2004 .

[34]  Isztar Zawadzki,et al.  Error Statistics of VPR Corrections in Stratiform Precipitation , 2005 .

[35]  M. Dixon,et al.  TITAN: Thunderstorm Identification, Tracking, Analysis, and Nowcasting—A Radar-based Methodology , 1993 .

[36]  Hervé Andrieu,et al.  Identification of Vertical Profiles of Radar Reflectivity for Hydrological Applications Using an Inverse Method. Part II: Formulation. , 1995 .

[37]  Hervé Andrieu,et al.  Influence of the Vertical Profile of Reflectivity on Radar-Estimated Rain Rates at Short Time Steps , 2004 .

[38]  Guy Delrieu,et al.  Feasibility of Using Mountain Return for the Correction of Ground-Based X-Band Weather Radar Data , 1997 .

[39]  Guy Delrieu,et al.  Attenuation in Rain for X- and C-Band Weather Radar Systems: Sensitivity with respect to the Drop Size Distribution , 1999 .

[40]  Giovanni Emilio Perona,et al.  Optimizing quantitative precipitation estimates using a noncoherent and a coherent radar operating on the same area , 2000 .

[41]  R. Houze,et al.  Three-Dimensional Kinematic and Microphysical Evolution of Florida Cumulonimbus. Part II: Frequency Distributions of Vertical Velocity, Reflectivity, and Differential Reflectivity , 1995 .

[42]  M. Booij Appropriate modelling of climate change impacts on river flooding , 2002 .

[43]  J. Joss,et al.  Real-time estimation of the vertical profile of radar reflectivity to improve the measurement of precipitation in an Alpine region , 1991 .

[44]  J. Gourley,et al.  Evaluation of Incremental Improvements to Quantitative Precipitation Estimates in Complex Terrain , 2009 .

[45]  U. Germann,et al.  Radar precipitation measurement in a mountainous region , 2006 .

[46]  J. Creutin,et al.  Mean K-R Relationships: Practical Results for Typical Weather Radar Wavelengths , 1991 .

[47]  Ian Cluckie,et al.  Radar hydrometeorology using a vertically pointing radar , 2000 .

[48]  P. P. Alberoni,et al.  Use of the vertical reflectivity profile for identification of anomalous propagation , 2001 .

[49]  Remko Uijlenhoet,et al.  Stochastic simulation experiment to assess radar rainfall retrieval uncertainties associated with attenuation and its correction , 2008 .

[50]  Marc Berenguer,et al.  A Fuzzy Logic Technique for Identifying Nonprecipitating Echoes in Radar Scans , 2006 .

[51]  I. Zawadzki,et al.  On Radar-Raingage Comparison , 1975 .

[52]  Daniel Michelson,et al.  Spurious weather radar echo identification and removal using multisource temperature information , 2004 .

[53]  W. Krajewski,et al.  Large-Sample Evaluation of Two Methods to Correct Range-Dependent Error for WSR-88D Rainfall Estimates , 2001 .

[54]  Timothy J. Smyth,et al.  Radar estimates of rainfall rates at the ground in bright band and non‐bright band events , 1998 .

[55]  Akira Kawamura,et al.  Neural Networks for Rainfall Forecasting by Atmospheric Downscaling , 2004 .

[56]  Frédéric Fabry,et al.  Long-Term Radar Observations of the Melting Layer of Precipitation and Their Interpretation , 1995 .

[57]  Emmanouil N. Anagnostou,et al.  A Simulation Approach for Validation of a Brightband Correction Method , 1997 .

[58]  Marc Berenguer,et al.  A Study of the Error Covariance Matrix of Radar Rainfall Estimates in Stratiform Rain , 2008 .

[59]  E. Anagnostou,et al.  Real-Time Radar Rainfall Estimation. Part I: Algorithm Formulation , 1999 .

[60]  Emmanouil N. Anagnostou,et al.  Real-time radar rainfall estimation , 1997 .

[61]  G. Foote,et al.  Determination of the Boundary Layer Airflow from a Single Doppler Radar , 1990 .

[62]  Gyu Won Lee,et al.  Identification and Removal of Ground Echoes and Anomalous Propagation Using the Characteristics of Radar Echoes , 2006 .

[63]  J. Marshall,et al.  THE DISTRIBUTION OF RAINDROPS WITH SIZE , 1948 .

[64]  W. Krajewski,et al.  On the estimation of radar rainfall error variance , 1999 .

[65]  J. S. Marshall,et al.  Advances in Radar Weather , 1955 .

[66]  Emmanouil N. Anagnostou,et al.  Improving Radar-Based Estimation of Rainfall over Complex Terrain , 2002 .

[67]  Witold F. Krajewski,et al.  An Efficient Methodology for Detection of Anomalous Propagation Echoes in Radar Reflectivity Data Using Neural Networks , 2000 .

[68]  Dino Giuli,et al.  Rainfall and Clutter Discrimination by Means of Dual-linear Polarization Radar Measurements , 1991 .

[69]  D. Atlas RADAR CALIBRATION: SOME SIMPLE APPROACHES , 2002 .

[70]  I. Zawadzki,et al.  Real-Time Comparisons of VPR-Corrected Daily Rainfall Estimates with a Gauge Mesonet , 2005 .

[71]  H. Andrieu,et al.  Identification of vertical profiles of radar reflectivity for hydrological applications using an inverse method. II: Sensitivity analysis and case study , 1995 .

[72]  Witold F. Krajewski,et al.  Radar rainfall estimation for flash flood forecasting in small urban watersheds , 2007 .

[73]  Emmanouil N. Anagnostou,et al.  Real-Time Radar Rainfall Estimation. Part II: Case Study , 1999 .

[74]  Iwan Holleman,et al.  Operational Monitoring of Weather Radar Receiving Chain Using the Sun , 2010 .

[75]  Hervé Andrieu,et al.  Bollène-2002 Experiment: Radar Quantitative Precipitation Estimation in the Cévennes–Vivarais Region, France. , 2009 .

[76]  Urs Germann,et al.  Mesobeta Profiles to Extrapolate Radar Precipitation Measurements above the Alps to the Ground Level , 2002 .

[77]  M. Kitchen,et al.  Weather Radar Performance at Long RangeSimulated and Observed , 1993 .

[78]  K. Georgakakos,et al.  On the parametric and NEXRAD-radar sensitivities of a distributed hydrologic model suitable for operational use , 2001 .

[79]  Iwan Holleman,et al.  Operational Monitoring of Radar Differential Reflectivity Using the Sun , 2009 .

[80]  Göran Lindström,et al.  Development and test of the distributed HBV-96 hydrological model , 1997 .

[81]  Chris G. Collier,et al.  Precipitation Measurement and Hydrology , 1990 .

[82]  Faisal Hossain,et al.  Hydrological model sensitivity to parameter and radar rainfall estimation uncertainty , 2004 .

[83]  Hervé Andrieu,et al.  Quantification of Path-Integrated Attenuation for X- and C-Band Weather Radar Systems Operating in Mediterranean Heavy Rainfall , 2000 .

[84]  W. Menke Geophysical data analysis , 1984 .

[85]  Brice Boudevillain,et al.  Radar rainfall estimation in the context of post-event analysis of flash-flood events , 2009 .

[86]  M. Borga,et al.  Radar rainfall estimation for the post-event analysis of a Slovenian flash-flood case: application of the Mountain Reference Technique at C-band frequency , 2009 .

[87]  Dara Entekhabi,et al.  Extending the Predictability of Hydrometeorological Flood Events Using Radar Rainfall Nowcasting , 2006 .

[88]  H. Andrieu,et al.  Identification of Vertical Profiles of Reflectivity from Volume Scan Radar Data , 1999 .

[89]  Matthias Steiner,et al.  Use of Three-Dimensional Reflectivity Structure for Automated Detection and Removal of Nonprecipitating Echoes in Radar Data , 2002 .

[90]  Robert L. Lee,et al.  The Application of RadarGauge Comparisons to Operational Precipitation Profile Corrections , 1995 .

[91]  Soroosh Sorooshian,et al.  Estimating Rainfall Intensities from Weather Radar Data: The Scale-Dependency Problem , 2003 .

[92]  R. Uijlenhoet Precipitation physics and rainfall observation. , 2008 .

[93]  M. Gabella,et al.  Simulation of the Orographic Influence on Weather Radar Using a Geometric–Optics Approach , 1998 .

[94]  Giovanni Emilio Perona,et al.  Large sample evaluation of cumulative rainfall amounts in the Alps using a network of three radars , 2005 .

[95]  Hervé Andrieu,et al.  Simulation of Radar Mountain Returns Using a Digitized Terrain Model , 1995 .

[96]  Emad Habib,et al.  Hydrologic Modeling with NEXRAD Precipitation in Middle Tennessee , 2004 .

[97]  Philip B. Bedient,et al.  Estimation of Rainfall for Flood Prediction from WSR-88D Reflectivity: A Case Study, 17–18 October 1994* , 1998 .

[98]  Jan Handwerker,et al.  Cell tracking with TRACE3D—a new algorithm , 2002 .

[99]  Jay P. Breidenbach,et al.  Real-time adjustment of range-dependent biases in WSR-88D rainfall estimates due to nonuniform vertical profile of reflectivity , 2000 .

[100]  E. Anagnostou,et al.  Radar Rainfall Estimation for Ground Validation Studies of the Tropical Rainfall Measuring Mission , 1997 .

[101]  Hervé Andrieu,et al.  Use of a weather radar for the hydrology of a mountainous area. Part II: radar measurement validation , 1997 .

[102]  L. Li,et al.  Nowcasting of Motion and Growth of Precipitation with Radar over a Complex Orography , 1995 .

[103]  Louis J. Battan,et al.  Radar Observation of the Atmosphere , 1973 .

[104]  C. Collier,et al.  Accuracy of rainfall estimates by radar, part III: Application for short-term flood forecasting , 1986 .

[105]  Remko Uijlenhoet,et al.  The hydrological response of the Ourthe catchment to climate change as modelled by the HBV model , 2009 .

[106]  J. Nash,et al.  River flow forecasting through conceptual models part I — A discussion of principles☆ , 1970 .