Precipitation Estimation from the ARM Distributed Radar Network during the MC3E Campaign

This study presents radar-based precipitation estimates collected during the 2-month U.S. Department of Energy Atmospheric Radiation Measurement Program (ARM)‐NASA Midlatitude Continental Convective Clouds Experiment (MC3E). Emphasis is on the usefulness of radar observations from the C-band and X-bandscanningARMprecipitationradars(CSAPRandXSAPR,respectively)forrainfallestimationproducts to distances within 100km of the Lamont, Oklahoma, ARM facility. The study utilizes a dense collection of collocated ARM, NASA Global Precipitation Measurement, and nearby surface Oklahoma Mesonet gauge records to evaluate radar-based hourly rainfall products and campaign-optimized methods over individual gauges and for areal rainfall characterizations. Rainfall products are also evaluated against the performance of a regional NWS Weather Surveillance Radar-1988 Doppler (WSR-88D) S-band dual-polarization radar product. Results indicate that the CSAPR system may achieve similar point‐ and areal‐gauge bias and rootmean-square (RMS) error performance to a WSR-88D reference for the variety of MC3E deep convective eventssampled. The best campaign rainfallperformancewas achieved when using radar relations capitalizing on estimates of the specific attenuation from the CSAPR system. The XSAPRs demonstrate limited capabilities, having modest success in comparison with the WSR-88D reference for hourly rainfall accumulations that are under 10mm. All rainfall estimation methods exhibit a reduction by a factor of 1.5‐2.5 in RMS errors for areal accumulations over a 15-km 2 NASA dense gauge network, with the smallest errors typically associated with dual-polarization radar methods.

[1]  W. Krajewski,et al.  Scale Dependence of Radar Rainfall Uncertainty: Initial Evaluation of NEXRAD’s New Super-Resolution Data for Hydrologic Applications , 2010 .

[2]  Michael I. Biggerstaff,et al.  Interpretation of Doppler Weather Radar Displays of Midlatitude Mesoscale Convective Systems , 1989 .

[3]  A. Hou The Global Precipitation Measurement (GPM) Mission: An Overview , 2006 .

[4]  V. Chandrasekar,et al.  Correction of Radar Reflectivity and Differential Reflectivity for Rain Attenuation at X Band. Part II: Evaluation and Application , 2005 .

[5]  Jimmy W. Voyles,et al.  The Arm Climate Research Facility: A Review of Structure and Capabilities , 2013 .

[6]  Lawrence D. Carey,et al.  Radar observations of the kinematic, microphysical, and precipitation characteristics of two MCSs in TRMM LBA , 2002 .

[7]  A. Ryzhkov The Impact of Beam Broadening on the Quality of Radar Polarimetric Data , 2007 .

[8]  Elise V. Schultz,et al.  Estimating the Accuracy of Polarimetric Radar–Based Retrievals of Drop-Size Distribution Parameters and Rain Rate: An Application of Error Variance Separation Using Radar-Derived Spatial Correlations , 2012 .

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

[10]  Alexander V. Ryzhkov,et al.  THE JOINT POLARIZATION EXPERIMENT Polarimetric Rainfall Measurements and Hydrometeor Classification , 2005 .

[11]  V. Chandrasekar,et al.  A New Dual-Polarization Radar Rainfall Algorithm: Application in Colorado Precipitation Events , 2011 .

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

[13]  Roger A. Pielke,et al.  Ten‐year climatology of summertime diurnal rainfall rate over the conterminous U.S. , 2010 .

[14]  Frank S. Marzano,et al.  Rainfall Estimation from Polarimetric S-Band Radar Measurements: Validation of a Neural Network Approach , 2009 .

[15]  M. Yau,et al.  A Multimoment Bulk Microphysics Parameterization. Part III: Control Simulation of a Hailstorm , 2006 .

[16]  Minghua Zhang,et al.  Developing long‐term single‐column model/cloud system–resolving model forcing data using numerical weather prediction products constrained by surface and top of the atmosphere observations , 2004 .

[17]  Using High-Speed Photography to Study Undercatch in Tipping-Bucket Rain Gauges* , 2013 .

[18]  V. Chandrasekar,et al.  Polarimetric Doppler Weather Radar , 2001 .

[19]  W. Tao,et al.  Comparing the Convective Structure and Microphysics in Two Sahelian Mesoscale Convective Systems: Radar Observations and CRM Simulations , 2013 .

[20]  Y. Hong,et al.  Impacts of Polarimetric Radar Observations on Hydrologic Simulation , 2010 .

[21]  Alexander V. Ryzhkov,et al.  Rainfall Estimation with a Polarimetric Prototype of WSR-88D , 2005 .

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

[23]  Tobias Otto,et al.  Estimation of Specific Differential Phase and Differential Backscatter Phase From Polarimetric Weather Radar Measurements of Rain , 2011, IEEE Geoscience and Remote Sensing Letters.

[24]  F. Martin Ralph,et al.  The Utility of X-Band Polarimetric Radar for Quantitative Estimates of Rainfall Parameters , 2005 .

[25]  D. Zrnic,et al.  Doppler Radar and Weather Observations , 1984 .

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

[27]  A. Hou,et al.  The Global Precipitation Measurement Mission , 2014 .

[28]  S. McFarlane,et al.  Evaluation of Cloud-Resolving Model Intercomparison Simulations Using TWP-ICE Observations: Precipitation and Cloud Structure , 2011 .

[29]  Gavin R. Essenberg,et al.  Comparative rainfall observations from pit and aboveground rain gauges with and without wind shields , 2001 .

[30]  R. Houze,et al.  The Tropical Dynamical Response to Latent Heating Estimates Derived from the TRMM Precipitation Radar , 2004 .

[31]  Nils Wedi,et al.  Simulating the diurnal cycle of rainfall in global climate models: resolution versus parameterization , 2012, Climate Dynamics.

[32]  Jonathan J. Gourley,et al.  Empirical Estimation of Attenuation from Differential Propagation Phase Measurements at C Band , 2007 .

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

[34]  A. Ryzhkov,et al.  Polarimetric Estimates of a 1-Month Accumulation of Light Rain with a 3-cm Wavelength Radar , 2011 .

[35]  Frank S. Marzano,et al.  On the Use of Dual-Polarized C-Band Radar for Operational Rainfall Retrieval in Mountainous Areas , 2012 .

[36]  Peter T. May,et al.  A Robust Error-Based Rain Estimation Method for Polarimetric Radar. Part II: Case Study , 2012 .

[37]  Jacques Testud,et al.  The Rain Profiling Algorithm Applied to Polarimetric Weather Radar , 2000 .

[38]  Pengfei Zhang,et al.  Polarimetric Attenuation Correction in Heavy Rain at C Band , 2011 .

[39]  John Hubbert,et al.  An Iterative Filtering Technique for the Analysis of Copolar Differential Phase and Dual-Frequency Radar Measurements , 1995 .

[40]  V. Chandrasekar,et al.  Correction of Radar Reflectivity and Differential Reflectivity for Rain Attenuation at X Band. Part I: Theoretical and Empirical Basis , 2005 .

[41]  Robert J. Thompson,et al.  Evaluation of two “integrated” polarimetric Quantitative Precipitation Estimation (QPE) algorithms at C-band , 2011 .

[42]  V. Chandrasekar,et al.  Quantitative Precipitation Estimation in the CASA X-band Dual-Polarization Radar Network , 2010 .

[43]  V. Chandrasekar,et al.  Correcting C-band radar reflectivity and differential reflectivity data for rain attenuation: a self-consistent method with constraints , 2001, IEEE Trans. Geosci. Remote. Sens..

[44]  Witold F. Krajewski,et al.  An Early Performance Evaluation of the NEXRAD Dual-Polarization Radar Rainfall Estimates for Urban Flood Applications , 2013 .

[45]  Matthias Steiner,et al.  Challenges in obtaining reliable measurements of point rainfall , 2007 .

[46]  J. Pinto,et al.  Statistical Assessment of Tropical Convection-Permitting Model Simulations Using a Cell-Tracking Algorithm , 2013 .

[47]  Sergey Y. Matrosov,et al.  A Comparative Study of Rainfall Retrievals Based on Specific Differential Phase Shifts at X- and S-Band Radar Frequencies , 2006 .

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

[49]  Alexander V. Ryzhkov,et al.  Beamwidth Effects on the Differential Phase Measurements of Rain , 1998 .

[50]  C. Williams Vertical Air Motion Retrieved from Dual-Frequency Profiler Observations , 2012 .

[51]  Jerry M. Straka,et al.  A Summary of Convective-Core Vertical Velocity Properties Using ARM UHF Wind Profilers in Oklahoma , 2013 .

[52]  Corinne Le Quéré,et al.  Climate Change 2013: The Physical Science Basis , 2013 .

[53]  Pavlos Kollias,et al.  Two distinct modes in one‐day rainfall event during MC3E field campaign: Analyses of disdrometer observations and WRF‐SBM simulation , 2012 .

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

[55]  A. Ryzhkov,et al.  Calibration of Dual-Polarization Radar in the Presence of Partial Beam Blockage , 2005 .

[56]  Yonghua Chen,et al.  Characteristics of Mesoscale Organization in WRF Simulations of Convection during TWP-ICE , 2012 .

[57]  Pengfei Zhang,et al.  Potential Utilization of Specific Attenuation for Rainfall Estimation, Mitigation of Partial Beam Blockage, and Radar Networking , 2014 .

[58]  Scott E. Giangrande,et al.  An Application of Linear Programming to Polarimetric Radar Differential Phase Processing , 2013 .

[59]  Alexander V. Ryzhkov,et al.  Calibration Issues of Dual-Polarization Radar Measurements , 2005 .

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

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

[62]  A. Ryzhkov,et al.  Estimation of Rainfall Based on the Results of Polarimetric Echo Classification , 2007 .

[63]  I. Zawadzki Errors and fluctuations of raingauge estimates of areal rainfall , 1973 .

[64]  V. Chandrasekar,et al.  Algorithm for Estimation of the Specific Differential Phase , 2009 .

[65]  David J. Karoly,et al.  A Regional Modeling Study of Climate Change Impacts on Warm-Season Precipitation in the Central United States* , 2011 .

[66]  Ali Tokay,et al.  Comparison of Rain Gauge Measurements in the Mid-Atlantic Region , 2010 .

[67]  Christopher A. Fiebrich,et al.  Quality Assurance Procedures in the Oklahoma Mesonetwork , 2000 .

[68]  Gerald M. Stokes,et al.  The Atmospheric Radiation Measurement Program , 2003 .

[69]  C. Jakob,et al.  Cloud-System-Resolving Model Simulations of Tropical Cloud Systems Observed during the Tropical Warm Pool-International Cloud Experiment , 2010 .

[70]  S. G. Bigler,et al.  History of Operational Use of Weather Radar by U.S. Weather Services. Part II: Development of Operational Doppler Weather Radars , 1998 .

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

[72]  Renee A. McPherson,et al.  The Value of Routine Site Visits in Managing and Maintaining Quality Data from the Oklahoma Mesonet , 2006 .

[73]  A. Dai Precipitation Characteristics in Eighteen Coupled Climate Models , 2006 .

[74]  Eugenio Gorgucci,et al.  Optimization of multiparameter radar estimates of rainfall , 1993 .