A Stochastic Model of Radar Measurement Errors in Rainfall Accumulations at Catchment Scale

Abstract The accuracy of rainfall data is critical for hydrology, as errors in rainfall estimation will affect the quality of hydrological predictions. In hydrology, it is the accuracy of the rainfall measurement at spatial and temporal scales that drive catchment response that is important. Random sampling errors are the residual errors that remain in radar rainfall measurements after systematic biases have been removed. This paper quantifies radar rainfall sampling errors at catchment scale by developing and applying a stochastic space–time model. Random errors caused by temporal and spatial sampling, random variations in the vertical profile of reflectivity, and variations in the reflectivity–rainfall intensity (Z–R) relationship have been included in the model. The stochastic radar rainfall error model is applied in a numerical experiment to quantify sampling errors in radar rainfall accumulations for periods between 10 min and 1 day across catchment areas of between 1 and 1024 km2. Spatial and tempor...

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

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

[3]  Anthony G. Barnston An Empirical Method of Estimating Raingage and Radar Rainfall Measurement Bias and Resolution , 1991 .

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

[5]  R. C. Srivastava,et al.  Doppler radar characteristics of precipitation at vertical incidence , 1973 .

[6]  David A. Short,et al.  A Probability Distribution Model for Rain Rate , 1994 .

[7]  Emmanouil N. Anagnostou,et al.  Uncertainty Quantification of Mean-Areal Radar-Rainfall Estimates , 1999 .

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

[9]  R. Srikanthan,et al.  A space and time model for design storm rainfall , 1999 .

[10]  D. Short,et al.  Evidence from Tropical Raindrop Spectra of the Origin of Rain from Stratiform versus Convective Clouds , 1996 .

[11]  R. Wexler RAIN INTENSITIES BY RADAR , 1948 .

[12]  V. Chandrasekar,et al.  Physically Based Simulation of Radar Rainfall Data Using a SpaceTime Rainfall Model , 1993 .

[13]  Rainfall redistribution over low hills due to flow perturbation , 1997 .

[14]  Witold F. Krajewski,et al.  Synthesis of radar rainfall data , 1985 .

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

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

[17]  S. Sorooshian,et al.  Measurement and analysis of small-scale convective storm rainfall variability , 1995 .

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

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

[20]  Edward A. Brandes,et al.  Optimizing Rainfall Estimates with the Aid of Radar , 1975 .

[21]  Susanne Crewell,et al.  Simulation of radar reflectivities using a mesoscale weather forecast model , 2000 .

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

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

[24]  C. Collier,et al.  A weather radar correction procedure for real-time estimation of surface rainfall , 1983 .

[25]  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 .

[26]  J. Marshall FRONTAL PRECIPITATION AND LIGHTNING OBSERVED BY RADAR , 1953 .

[27]  Alan Seed,et al.  Sampling errors for raingauge-derived mean areal daily and monthly rainfall , 1990 .

[28]  Emmanouil N. Anagnostou,et al.  Simulation of radar reflectivity fields: Algorithm formulation and evaluation , 1997 .

[29]  Jason J. Levit,et al.  Multiscale Statistical Properties of a High-Resolution Precipitation Forecast , 2001 .

[30]  C. Nicholass,et al.  The accuracy of radar‐derived rainfall measurements in hilly terrain , 1974 .

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

[32]  Emmanouil N. Anagnostou,et al.  MEAN-FIELD RAINFALL BIAS STUDIES FOR WSR-88D , 1998 .

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

[34]  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 .

[35]  Soroosh Sorooshian,et al.  On the simulation of infiltration‐ and saturation‐excess runoff using radar‐based rainfall estimates: Effects of algorithm uncertainty and pixel aggregation , 1998 .

[36]  Witold F. Krajewski,et al.  A modeling study of rainfall rate-reflectivity relationships , 1993 .

[37]  Chris G. Collier,et al.  Applications of weather radar systems: A guide to uses of radar data in meteorology and hydrology , 1989 .

[38]  J. S. Marshall,et al.  Interpretation of the Fluctuating Echo from Randomly Distributed Scatterers. Part I , 1953 .

[39]  David J. Stensrud,et al.  Explicit Cloud-Scale Models for Operational Forecasts: A Note of Caution , 2002 .

[40]  V. N. Bringi,et al.  Potential Use of Radar Differential Reflectivity Measurements at Orthogonal Polarizations for Measuring Precipitation , 1976 .

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