Long‐Term High‐Resolution Radar Rainfall Fields for Urban Hydrology

Accurate records of high-resolution rainfall fields are essential in urban hydrology, and are lacking in many areas. We develop a high-resolution (15 min, 1 km2) radar rainfall data set for Charlotte, North Carolina during the 2001-2010 period using the Hydro-NEXRAD system with radar reflectivity from the National Weather Service Weather Surveillance Radar 1988 Doppler weather radar located in Greer, South Carolina. A dense network of 71 rain gages is used for estimating and correcting radar rainfall biases. Radar rainfall estimates with daily mean field bias (MFB) correction accurately capture the spatial and temporal structure of extreme rainfall, but bias correction at finer timescales can improve cold-season and tropical cyclone rainfall estimates. Approximately 25 rain gages are sufficient to estimate daily MFB over an area of at least 2,500 km2, suggesting that robust bias correction is feasible in many urban areas. Conditional (rain-rate dependent) bias can be removed, but at the expense of other performance criteria such as mean square error. Hydro-NEXRAD radar rainfall estimates are also compared with the coarser resolution (hourly, 16 km2) Stage IV operational rainfall product. Stage IV is adequate for flood water balance studies but is insufficient for applications such as urban flood modeling, in which the temporal and spatial scales of relevant hydrologic processes are short. We recommend the increased use of high-resolution radar rainfall fields in urban hydrology.

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

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

[3]  R. Mantilla,et al.  Impact of radar‐rainfall error structure on estimated flood magnitude across scales: An investigation based on a parsimonious distributed hydrological model , 2012 .

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

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

[6]  Bong-Chul Seo,et al.  Statistical model of the range-dependent error in radar-rainfall estimates due to the vertical profile of reflectivity , 2011 .

[7]  Witold F. Krajewski,et al.  RADAR-Rainfall Uncertainties , 2010 .

[8]  J. Smith,et al.  Tropical cyclones and the flood hydrology of Puerto Rico , 2005 .

[9]  H. Xie,et al.  Hydrologic Modeling of an Extreme Flood in the Guadalupe River in Texas 1 , 2010 .

[10]  C. Konrad,et al.  Spatial and Temporal Patterns of Thunderstorm Events that Produce Cloud-to-Ground Lightning in the Interior Southeastern United States , 2005 .

[11]  James W. Wilson,et al.  Radar Measurement of Rainfall—A Summary , 1979 .

[12]  Witold F. Krajewski,et al.  Empirically based modelling of radar‐rainfall uncertainties for a C‐band radar at different time‐scales , 2009 .

[13]  Emad Habib,et al.  Analysis of radar-rainfall error characteristics and implications for streamflow simulation uncertainty , 2008 .

[14]  J. Gourley,et al.  A Method for Evaluating the Accuracy of Quantitative Precipitation Estimates from a Hydrologic Modeling Perspective , 2005 .

[15]  G. Villarini,et al.  Product-Error-Driven Uncertainty Model for Probabilistic Quantitative Precipitation Estimation with NEXRAD Data , 2007 .

[16]  Emad Habib,et al.  Validation of NEXRAD multisensor precipitation estimates using an experimental dense rain gauge network in south Louisiana. , 2009 .

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

[18]  Mary Lynn Baeck,et al.  Urbanization and Climate Change: An Examination of Nonstationarities in Urban Flooding , 2013 .

[19]  R. Bornstein,et al.  Urban heat islands and summertime convective thunderstorms in Atlanta: three case studies , 2000 .

[20]  I. Rodríguez‐Iturbe,et al.  The design of rainfall networks in time and space , 1974 .

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

[22]  U. Germann,et al.  REAL—Ensemble radar precipitation estimation for hydrology in a mountainous region , 2009 .

[23]  A. Overeem,et al.  Derivation of a 10-Year Radar-Based Climatology of Rainfall , 2009 .

[24]  Bong-Chul Seo,et al.  Towards Better Utilization of NEXRAD Data in Hydrology: An Overview of Hydro-NEXRAD , 2005 .

[25]  Witold F. Krajewski,et al.  Analyses of a long‐term, high‐resolution radar rainfall data set for the Baltimore metropolitan region , 2012 .

[26]  Mary Lynn Baeck,et al.  Rainfall Estimation by the WSR-88D for Heavy Rainfall Events , 1998 .

[27]  W. Cleveland Robust Locally Weighted Regression and Smoothing Scatterplots , 1979 .

[28]  J. A. Stallins,et al.  Concurrent Cloud-to-Ground Lightning and Precipitation Enhancement in the Atlanta, Georgia (United States), Urban Region , 2008 .

[29]  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 .

[30]  G. Villarini,et al.  Flood peak distributions for the eastern United States , 2009 .

[31]  G. Villarini,et al.  Spectrum of storm event hydrologic response in urban watersheds , 2013 .

[32]  Witold F. Krajewski,et al.  Modeling radar-rainfall estimation uncertainties using parametric and non-parametric approaches , 2008 .

[33]  On the scale-dependent propagation of hydrologic uncertainty using high-resolution X-band radar rainfall estimates , 2012 .

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

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

[36]  William H. Heiss,et al.  Nexrad - Next generation weather radar (WSR-88D) , 1990 .

[37]  J. Diem Detecting summer rainfall enhancement within metropolitan Atlanta, Georgia USA , 2007 .

[38]  J. Smith,et al.  Climatological Analyses of Thunderstorms and Flash Floods in the Baltimore Metropolitan Region , 2007 .

[39]  G. Villarini,et al.  Hydroclimatology of flash flooding in Atlanta , 2012 .

[40]  Dong-Jun Seo,et al.  Real-time estimation of rainfall fields using radar rainfall and rain gage data , 1998 .

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

[42]  Mary Lynn Baeck,et al.  Estimating the frequency of extreme rainfall using weather radar and stochastic storm transposition , 2013 .

[43]  Witold F. Krajewski,et al.  Sampling Errors of Tipping-Bucket Rain Gauge Measurements , 2001 .

[44]  Alexis Berne,et al.  Toward an error model for radar quantitative precipitation estimation in the Cevennes-Vivarais region, France ERAD 2006 , 2010 .

[45]  F. Huff,et al.  Urban, Topographic and Diurnal Effects on Rainfall in the St. Louis Region , 1978 .

[46]  Baxter E. Vieux,et al.  An assessment of distributed flash flood forecasting accuracy using radar and rain gauge input for a physics-based distributed hydrologic model , 2012 .

[47]  J. M. Shepherd,et al.  Radar signatures of the urban effect on precipitation distribution: A case study for Atlanta, Georgia , 2007 .

[48]  Wolfgang Schilling,et al.  Rainfall data for urban hydrology: what do we need? , 1991 .

[49]  G. Vecchi,et al.  Characterization of rainfall distribution and flooding associated with U.S. landfalling tropical cyclones: Analyses of Hurricanes Frances, Ivan, and Jeanne (2004) , 2011 .

[50]  Witold F. Krajewski,et al.  Review of the Different Sources of Uncertainty in Single Polarization Radar-Based Estimates of Rainfall , 2010 .

[51]  R. G. Semonin,et al.  METROMEX: an Investigation of Inadvertent Weather Modification , 1971 .

[52]  M. Hjelmfelt Numerical Simulation of the Effects of St. Louis on Mesoscale Boundary-Layer Airflow and Vertical Air Motion: Simulations of Urban vs Non-Urban Effects , 1982 .

[53]  Witold F. Krajewski,et al.  Conditional Bias in Radar Rainfall Estimation. , 2000 .

[54]  R. E. Hart,et al.  A Climatology of the Extratropical Transition of Atlantic Tropical Cyclones. , 2001 .

[55]  Witold F. Krajewski,et al.  Radar analyses of extreme rainfall and flooding in urban drainage basins , 2010 .

[56]  R. Moore,et al.  Rainfall and sampling uncertainties: A rain gauge perspective , 2008 .

[57]  K. Schröter,et al.  Implications of radar rainfall estimates uncertainty on distributed hydrological model predictions , 2011 .

[58]  Andrew J. Negri,et al.  Rainfall Modification by Major Urban Areas: Observations from Spaceborne Rain Radar on the TRMM Satellite , 2002 .

[59]  B. E. Vieux,et al.  Statistical evaluation of a radar rainfall system for sewer system management , 2005 .

[60]  Patrice G. Mestayer,et al.  The possible influence of urban surfaces on rainfall development: a sensitivity study in 2D in the meso-γ-scale , 2000 .

[61]  V. Isham,et al.  Design of the HYREX raingauge network , 2000 .

[62]  P. Stol The relative efficiency of the density of rain-gage networks , 1972 .

[63]  Paul D. Bates,et al.  Attenuating reaches and the regional flood response of an urbanizing drainage basin , 2003 .

[64]  Grzegorz J. Ciach,et al.  Local Random Errors in Tipping-Bucket Rain Gauge Measurements , 2003 .

[65]  Mary Lynn Baeck,et al.  Extraordinary Flood Response of a Small Urban Watershed to Short-Duration Convective Rainfall , 2005 .

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

[67]  H. Xie,et al.  Application of a Distributed Hydrologic Model to the November 17, 2004, Flood of Bull Creek Watershed, Austin, Texas , 2010 .

[68]  Mary Lynn Baeck,et al.  Analyses of Urban Drainage Network Structure and its Impact on Hydrologic Response 1 , 2010 .

[69]  Guido Vaes,et al.  Towards a roadmap for use of radar rainfall data in urban drainage , 2004 .

[70]  Céline Lutoff,et al.  Catchment dynamics and social response during flash floods: the potential of radar rainfall monitoring for warning procedures , 2009 .

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

[72]  S. Changnon,et al.  Rainfall Changes in Summer Caused by St. Louis , 1979, Science.

[73]  Witold F. Krajewski,et al.  Radar hydrology: rainfall estimation. , 2002 .

[74]  Remko Uijlenhoet,et al.  Scaling of raindrop size distributions and classification of radar reflectivity–rain rate relations in intense Mediterranean precipitation , 2011 .

[75]  Paul D. Bates,et al.  The Regional Hydrology of Extreme Floods in an Urbanizing Drainage Basin , 2002 .

[76]  G. Villarini,et al.  Sensitivity Studies of the Models of Radar-Rainfall Uncertainties , 2010 .

[77]  Bong-Chul Seo,et al.  Towards Better Utilization of NEXRAD Data in Hydrology an Update , 2011 .

[78]  G. Villarini,et al.  Hydrologic Analyses of the July 17-18, 1996, Flood in Chicago and the Role of Urbanization , 2013 .

[79]  M. Borga,et al.  Long‐term assessment of bias adjustment in radar rainfall estimation , 2002 .

[80]  Hervé Andrieu,et al.  Evaluation of the new French operational weather radar product for the field of urban hydrology , 2012 .

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

[82]  Dong-Jun Seo,et al.  Real-time estimation of mean field bias in radar rainfall data , 1999 .

[83]  Almoutaz A. El Hassan,et al.  Performance of a conceptual and physically based model in simulating the response of a semi‐urbanized watershed in San Antonio, Texas , 2013 .

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

[85]  T. Mote,et al.  Interepochal Changes in Summer Precipitation in the Southeastern United States: Evidence of Possible Urban Effects near Atlanta, Georgia , 2005 .

[86]  Dong-Jun Seo,et al.  The WSR-88D rainfall algorithm , 1998 .

[87]  Philip B. Bedient,et al.  NEXRAD RADAR FOR FLOOD PREDICTION IN HOUSTON , 2000 .

[88]  H. Vernon Knapp,et al.  Comparison of gage and multi-sensor precipitation estimates over a range of spatial and temporal scales in the Midwestern United States , 2008 .