Error Analysis of Satellite Precipitation-Driven Modeling of Flood Events in Complex Alpine Terrain

The error in satellite precipitation-driven complex terrain flood simulations is characterized in this study for eight different global satellite products and 128 flood events over the Eastern Italian Alps. The flood events are grouped according to two flood types: rain floods and flash floods. The satellite precipitation products and runoff simulations are evaluated based on systematic and random error metrics applied on the matched event pairs and basin-scale event properties (i.e., rainfall and runoff cumulative depth and time series shape). Overall, error characteristics exhibit dependency on the flood type. Generally, timing of the event precipitation mass center and dispersion of the time series derived from satellite precipitation exhibits good agreement with the reference; the cumulative depth is mostly underestimated. The study shows a dampening effect in both systematic and random error components of the satellite-driven hydrograph relative to the satellite-retrieved hyetograph. The systematic error in shape of the time series shows a significant dampening effect. The random error dampening effect is less pronounced for the flash flood events and the rain flood events with a high runoff coefficient. This event-based analysis of the satellite precipitation error propagation in flood modeling sheds light on the application of satellite precipitation in mountain flood hydrology.

[1]  Konstantine P. Georgakakos,et al.  Hydrologic applications of satellite data: 2. Flow simulation and soil water estimates , 1996 .

[2]  K. Taylor Summarizing multiple aspects of model performance in a single diagram , 2001 .

[3]  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 .

[4]  Marco Borga,et al.  Controls on event runoff coefficients in the eastern Italian Alps. , 2009 .

[5]  G. Huffman,et al.  The TRMM Multi-Satellite Precipitation Analysis (TMPA) , 2010 .

[6]  Yang Hong,et al.  Assessment of evolving TRMM-based multisatellite real-time precipitation estimation methods and their impacts on hydrologic prediction in a high latitude basin , 2012 .

[7]  C. Schär,et al.  A PRECIPITATION CLIMATOLOGY OF THE ALPS FROM HIGH-RESOLUTION RAIN-GAUGE OBSERVATIONS , 1998 .

[8]  E. Anagnostou,et al.  Rainfall Organization Control on the Flood Response of mild-slope Basins , 2014 .

[9]  Emmanouil N. Anagnostou,et al.  Using High-Resolution Satellite Rainfall Products to Simulate a Major Flash Flood Event in Northern Italy , 2013 .

[10]  Emmanouil N. Anagnostou,et al.  A hydrograph separation method based on information from rainfall and runoff records , 2015 .

[11]  G. D. Fontana,et al.  Snowmelt modelling by combining air temperature and a distributed radiation index , 1996 .

[12]  R. Moore The PDM rainfall-runoff model , 2007 .

[13]  Y. Hong,et al.  Global View Of Real-Time Trmm Multisatellite Precipitation Analysis: Implications For Its Successor Global Precipitation Measurement Mission , 2015 .

[14]  Marco Borga,et al.  Flash flood warning in ungauged basins by use of the flash flood guidance and model‐based runoff thresholds , 2009 .

[15]  Emmanouil N. Anagnostou,et al.  Evaluating Satellite Precipitation Error Propagation in Runoff Simulations of Mountainous Basins , 2016 .

[16]  Philip E. Ardanuy,et al.  Estimating Climatic-Scale Precipitation from Space: A Review , 1989 .

[17]  Emmanouil N. Anagnostou,et al.  Effects of Resolution of Satellite-Based Rainfall Estimates on Hydrologic Modeling Skill at Different Scales , 2014 .

[18]  M. Borga,et al.  Metrics for quantifying space-time dynamics of flood event types , 2010 .

[19]  Faisal Hossain,et al.  Understanding the Scale Relationships of Uncertainty Propagation of Satellite Rainfall through a Distributed Hydrologic Model , 2010 .

[20]  R. Moore The probability-distributed principle and runoff production at point and basin scales , 1985 .

[21]  Emmanouil N. Anagnostou,et al.  Hydrologic evaluation of satellite and reanalysis precipitation datasets over a mid-latitude basin , 2015 .

[22]  Z. Samani,et al.  Estimating Potential Evapotranspiration , 1982 .

[23]  S. Sorooshian,et al.  Evaluation of PERSIANN system satellite-based estimates of tropical rainfall , 2000 .

[24]  Yang Hong,et al.  Please Scroll down for Article International Journal of Remote Sensing Evaluation of a Satellite-based Global Flood Monitoring System Evaluation of a Satellite-based Global Flood Monitoring System , 2022 .

[25]  Yang Hong,et al.  Hydrologic evaluation of Multisatellite Precipitation Analysis standard precipitation products in basins beyond its inclined latitude band: A case study in Laohahe basin, China , 2010 .

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

[27]  J. A. Cunge,et al.  On The Subject Of A Flood Propagation Computation Method (Musklngum Method) , 1969 .

[28]  A. Western,et al.  Characteristic space scales and timescales in hydrology , 2003 .

[29]  Faisal Hossain,et al.  Benchmarking High-Resolution Global Satellite Rainfall Products to Radar and Rain-Gauge Rainfall Estimates , 2010, IEEE Transactions on Geoscience and Remote Sensing.

[30]  David T. Bolvin,et al.  Improving the global precipitation record: GPCP Version 2.1 , 2009 .

[31]  Günter Blöschl,et al.  Catchments as space-time filters – a joint spatio-temporal geostatistical analysis of runoff and precipitation , 2006 .

[32]  Y. Hong,et al.  Evaluation of Global Flood Detection Using Satellite-Based Rainfall and a Hydrologic Model , 2012 .

[33]  Faisal Hossain,et al.  Satellite Precipitation Data–Driven Hydrological Modeling for Water Resources Management in the Ganges, Brahmaputra, and Meghna Basins , 2014 .

[34]  J. Janowiak,et al.  The Version 2 Global Precipitation Climatology Project (GPCP) Monthly Precipitation Analysis (1979-Present) , 2003 .

[35]  E. Anagnostou,et al.  Error Analysis of Satellite Precipitation Products in Mountainous Basins , 2014 .

[36]  R. Merz,et al.  A process typology of regional floods , 2003 .

[37]  Faisal Hossain,et al.  Assessment of current passive-microwave- and infrared-based satellite rainfall remote sensing for flood prediction , 2004 .

[38]  P. Xie,et al.  Kalman Filter–Based CMORPH , 2011 .

[39]  Y. Hong,et al.  Investigating the Applicability of Error Correction Ensembles of Satellite Rainfall Products in River Flow Simulations , 2013 .

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

[41]  Chris Kidd,et al.  Satellite Rainfall Estimation Using a Combined Pasive Microwave and Infrared Algorithm. , 2003 .

[42]  G. Stancalie,et al.  Seasonal characteristics of flood regimes across the Alpine–Carpathian range , 2010, Journal of hydrology.