Evaluation of mesoscale convective systems in South America using multiple satellite products and an object‐based approach

[1] In this study, an object-based verification method was used to reveal the existence of systematic errors in three satellite precipitation products: Tropical Rainfall Measurement Mission (TRMM), Climate Prediction Center Morphing Technique (CMORPH), and Precipitation Estimation from Remotely Sensed Information Using Artificial Neural Networks (PERSIANN). Mesoscale convective systems (MCSs) for the austral summer 2002–2003 in the La Plata river basin, southeastern South America, were analyzed with the Contiguous Rain Area (CRA) method. Errors in storms intensity, volume, and spatial location were evaluated. A macroscale hydrological model was used to assess the impact of spatially shifted precipitation on streamflows simulations. PERSIANN underestimated the observed average rainfall rate and maximum rainfall consistent with the detection of storm areas systematically larger than observed. CMORPH overestimated the average rainfall rate while the maximum rainfall was slightly underestimated. TRMM average rainfall rate and rainfall volume correlated extremely well with ground observations whereas the maximum rainfall was systematically overestimated suggesting deficiencies in the bias correction procedure to filter noisy measurements. The preferential direction of error displacement in satellite-estimated MCSs was in the east-west direction for CMORPH and TRMM. Discrepancies in the fine structure of the storms dominated the error decomposition of all satellite products. Errors in the spatial location of the systems influenced the magnitude of simulated peaks but did not have a significant impact on the timing indicating that the system's response to precipitation was mitigating the effect of the errors.

[1]  Luiz A. T. Machado,et al.  Forecast and Tracking the Evolution of Cloud Clusters (ForTraCC) Using Satellite Infrared Imagery: Methodology and Validation , 2008 .

[2]  W. J. Shuttleworth,et al.  Evaluation of model‐derived and remotely sensed precipitation products for continental South America , 2006 .

[3]  C. Doswell,et al.  THE NEED FOR AN IMPROVED DOCUMENTATION OF SEVERE THUNDERSTORMS AND TORNADOES IN SOUTH AMERICA , 2005 .

[4]  J. McBride,et al.  Verification of precipitation in weather systems: determination of systematic errors , 2000 .

[5]  Vijay P. Singh,et al.  Effect of spatial and temporal variability in rainfall and watershed characteristics on stream flow hydrograph , 1997 .

[6]  Phillip A. Arkin,et al.  An Intercomparison and Validation of High-Resolution Satellite Precipitation Estimates with 3-Hourly Gauge Data , 2009 .

[7]  J. Marshall Shepherd,et al.  The Contribution of Mesoscale Convective Complexes to Rainfall across Subtropical South America , 2009 .

[8]  Y. Hong,et al.  The TRMM Multisatellite Precipitation Analysis (TMPA): Quasi-Global, Multiyear, Combined-Sensor Precipitation Estimates at Fine Scales , 2007 .

[9]  Soroosh Sorooshian,et al.  Spatial patterns in thunderstorm rainfall events and their coupling with watershed hydrological response , 2006 .

[10]  Soroosh Sorooshian,et al.  Spatial characteristics of thunderstorm rainfall fields and their relation to runoff , 2003 .

[11]  Keith Beven,et al.  Detecting the effects of spatial variability of rainfall on hydrological modelling within an uncertainty analysis framework , 2009 .

[12]  Juan B. Valdés,et al.  On the influence of the spatial distribution of rainfall on storm runoff , 1979 .

[13]  Yang Hong,et al.  Evaluation of TRMM Multisatellite Precipitation Analysis (TMPA) and Its Utility in Hydrologic Prediction in the La Plata Basin , 2008 .

[14]  K. Hirschboeck,et al.  Inland Flood Hazards: Hydroclimatology of Meteorologic Floods , 2000 .

[15]  Edward J. Zipser,et al.  Mesoscale Convective Systems over Southeastern South America and Their Relationship with the South American Low-Level Jet , 2007 .

[16]  Konstantine P. Georgakakos,et al.  Impacts of parametric and radar rainfall uncertainty on the ensemble streamflow simulations of a distributed hydrologic model , 2004 .

[17]  C. Chang Influence of Moving Rainstorms on Watershed Responses , 2007 .

[18]  D. Lettenmaier,et al.  Surface soil moisture parameterization of the VIC-2L model: Evaluation and modification , 1996 .

[19]  D. Rodriguez,et al.  Simulations of the Hydrological Cycle over Southern South America Using the CPTEC/COLA AGCM , 2006 .

[20]  Yudong Tian,et al.  Multitemporal Analysis of TRMM-Based Satellite Precipitation Products for Land Data Assimilation Applications , 2007 .

[21]  V. Singh,et al.  Effect of the duration and direction of storm movement on infiltrating planar flow with full areal coverage , 2002 .

[22]  T. Mote,et al.  A climatology of warm‐season mesoscale convective complexes in subtropical South America , 2009 .

[23]  R. Houze Mesoscale convective systems , 2004 .

[24]  V. Singh,et al.  Numerical modeling of surface runoff and erosion due to moving rainstorms at the drainage basin scale , 2006 .

[25]  Steven E. Koch,et al.  The use of a modified Ebert-McBride technique to evaluate mesoscale model QPF as a function of convective system morphology during IHOP 2002 , 2006 .

[26]  José Roberto Rozante,et al.  Regional Eta model experiments: SALLJEX and MCS development , 2008 .

[27]  Ralph Ferraro,et al.  Satellite Precipitation Measurements for Water Resource Monitoring 1 , 2009 .

[28]  Patrick Arnaud,et al.  Influence of rainfall spatial variability on flood prediction , 2002 .

[29]  Thomas L. Bell,et al.  Dependence of Satellite Sampling Error on Monthly Averaged Rain Rates:Comparison of Simple Models and Recent Studies , 2000 .

[30]  Scott M. Robeson,et al.  Daily Precipitation Grids for South America , 2006 .

[31]  M. Kanamitsu,et al.  NCEP–DOE AMIP-II Reanalysis (R-2) , 2002 .

[32]  V. Kousky,et al.  PROGRESS IN PAN AMERICAN CLIVAR RESEARCH : UNDERSTANDING THE SOUTH AMERICAN MONSOON , 2003 .

[33]  Ivan Astin,et al.  A survey of studies into errors in large scale space-time averages of rainfall, cloud cover, sea surface processes and the earth's radiation budget as derived from low earth orbit satellite instruments because of their incomplete temporal and spatial coverage , 1997 .

[34]  C. Doswell,et al.  Flash Flood Forecasting: An Ingredients-Based Methodology , 1996 .

[35]  V. Singh,et al.  Effect of the duration and direction of storm movement on planar flow with full and partial areal coverage , 2002 .

[36]  P. Satyamurty,et al.  Dynamical and Synoptic Characteristics of Heavy Rainfall Episodes in Southern Brazil , 2007 .

[37]  Edward J. Zipser,et al.  THE SOUTH AMERICAN LOW-LEVEL JET EXPERIMENT , 2006 .

[38]  J. Janowiak,et al.  COMPARISON OF NEAR-REAL-TIME PRECIPITATION ESTIMATES FROM SATELLITE OBSERVATIONS AND NUMERICAL MODELS , 2007 .

[39]  George J. Huffman,et al.  Estimates of Root-Mean-Square Random Error for Finite Samples of Estimated Precipitation , 1997 .

[40]  S. Sorooshian,et al.  Precipitation Estimation from Remotely Sensed Information Using Artificial Neural Networks , 1997 .

[41]  J. Janowiak,et al.  CMORPH: A Method that Produces Global Precipitation Estimates from Passive Microwave and Infrared Data at High Spatial and Temporal Resolution , 2004 .

[42]  David L. Toll,et al.  Statistical Evaluation of Combined Daily Gauge Observations and Rainfall Satellite Estimates over Continental South America , 2009 .

[43]  Matthew Rodell,et al.  The South American Land Data Assimilation System (SALDAS) 5-Yr Retrospective Atmospheric Forcing Datasets , 2009 .

[44]  Murry L. Salby,et al.  Sampling error in climate properties derived from satellite measurements: Consequences of undersampled diurnal variability , 1997 .

[45]  Vijay P. Singh,et al.  The influence of the pattern of moving rainstorms on overland flow , 2002 .

[46]  Elizabeth E. Ebert,et al.  Toward Better Understanding of the Contiguous Rain Area (CRA) Method for Spatial Forecast Verification , 2009 .

[47]  D. Lettenmaier,et al.  A simple hydrologically based model of land surface water and energy fluxes for general circulation models , 1994 .

[48]  P. Xie,et al.  An Intercomparison of Gauge Observations and Satellite Estimates of Monthly Precipitation , 1995 .

[49]  David P. Yorty,et al.  WHERE ARE THE MOST INTENSE THUNDERSTORMS ON EARTH , 2006 .

[50]  V. Barros,et al.  The Hydrologic Cycle of the La Plata Basin in South America , 2002 .

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

[52]  J. Michael Fritsch,et al.  Mesoscale Convective Complexes in the Americas , 1987 .