Spatial disaggregation and intensity correction of TRMM-based rainfall time series for hydrological applications in dryland catchments

Abstract A novel approach is presented for combining spatial and temporal detail from newly available TRMM-based data sets to derive hourly rainfall intensities at 1-km spatial resolution for hydrological modelling applications. Time series of rainfall intensities derived from 3-hourly 0.25° TRMM 3B42 data are merged with a 1-km gridded rainfall climatology based on TRMM 2B31 data to account for the sub-grid spatial distribution of rainfall intensities within coarse-scale 0.25° grid cells. The method is implemented for two dryland catchments in Tunisia and Senegal, and validated against gauge data. The outcomes of the validation show that the spatially disaggregated and intensity corrected TRMM time series more closely approximate ground-based measurements than non-corrected data. The method introduced here enables the generation of rainfall intensity time series with realistic temporal and spatial detail for dynamic modelling of runoff and infiltration processes that are especially important to water resource management in arid regions. Editor D. Koutsoyiannis Citation Tarnavsky, E., Mulligan, M. and Husak, G., 2012. Spatial disaggregation and intensity correction of TRMM-based rainfall time series for hydrological applications in dryland catchments. Hydrological Sciences Journal, 57 (2), 248–264.

[1]  Regionalizing fine time-scale rainfall affected by topography in semi-arid Tunisia / Régionalisation de la pluie à pas de temps fins affectée par la topographie en Tunisie semi-aride , 2007 .

[2]  T. N. Krishnamurti,et al.  The status of the tropical rainfall measuring mission (TRMM) after two years in orbit , 2000 .

[3]  D. I. Hawkins,et al.  100 Statistical Tests , 1994 .

[4]  Thomas L. Bell,et al.  A space‐time stochastic model of rainfall for satellite remote‐sensing studies , 1987 .

[5]  Eric F. Wood,et al.  One-dimensional statistical dynamic representation of subgrid spatial variability of precipitation in the two-layer variable infiltration capacity model , 1996 .

[6]  R. Ruben,et al.  The Impact of Climate Change on Drylands, with a Focus on West Africa , 2001 .

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

[8]  W. Briggs Statistical Methods in the Atmospheric Sciences , 2007 .

[9]  J. Michaelsen,et al.  Use of the gamma distribution to represent monthly rainfall in Africa for drought monitoring applications , 2007 .

[10]  D. Entekhabi,et al.  Regional and seasonal estimates of fractional storm coverage based on station precipitation observations , 1994 .

[11]  Patricia S. O Sullivan,et al.  100 Statistical Tests , 1995 .

[12]  J. Janowiak,et al.  A Real–Time Global Half–Hourly Pixel–Resolution Infrared Dataset and Its Applications , 2001 .

[13]  Rafael L. Bras,et al.  Estimation of the fractional coverage of rainfall in climate models , 1993 .

[14]  D. Wilks Maximum Likelihood Estimation for the Gamma Distribution Using Data Containing Zeros , 1990 .

[15]  L. Henia,et al.  Variabilite des totaux pluviometriques annuels , 2008 .

[16]  J. Tabor,et al.  Improving crop yields in the Sahel by means of water-harvesting , 1995 .

[17]  J. Kalma,et al.  Rainfall in arid and semi-arid regions , 2003 .

[18]  Thomas W. Giambelluca,et al.  Temporal disaggregation of monthly rainfall data for water balance modelling , 1987 .

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

[20]  Sharon E. Nicholson,et al.  Validation of TRMM and Other Rainfall Estimates with a High-Density Gauge Dataset for West Africa. Part I: Validation of GPCC Rainfall Product and Pre-TRMM Satellite and Blended Products , 2003 .

[21]  S. Garrigues,et al.  Multiscale geostatistical analysis of AVHRR, SPOT-VGT, and MODIS global NDVI products , 2008 .

[22]  Daniel S. Wilks,et al.  Simultaneous stochastic simulation of daily precipitation, temperature and solar radiation at multiple sites in complex terrain , 1999 .

[23]  Steven A. Margulis,et al.  Temporal disaggregation of satellite-derived monthly precipitation estimates and the resulting propagation of error in partitioning of water at the land surface , 2001 .

[24]  Sharon E. Nicholson,et al.  Validation of TRMM and Other Rainfall Estimates with a High-Density Gauge Dataset for West Africa. Part II: Validation of TRMM Rainfall Products , 2003 .

[25]  I. Simmers Understanding Water in a Dry Environment: Hydrological Processes in Arid and Semi-Arid Zones , 2003 .

[26]  H. Wheater,et al.  Application of the Kineros2 rainfall-runoff model to an arid catchment in Oman , 2008 .

[27]  Z. Şen,et al.  Rainfall distribution function for Libya and rainfall prediction , 1999 .

[28]  M. Hulme,et al.  A high-resolution data set of surface climate over global land areas , 2002 .

[29]  N. McIntyre,et al.  Regression analysis of rainfall–runoff data from an arid catchment in Oman / Analyse par régression de données pluie–débit d'un bassin aride d'Oman , 2007 .

[30]  Chris Kidd,et al.  Satellite rainfall climatology: a review , 2001 .

[31]  Johan Grasman,et al.  Multifractal analysis of 15-min and daily rainfall from a semi-arid region in Portugal , 1999 .

[32]  E. Wood,et al.  Development of a 50-Year High-Resolution Global Dataset of Meteorological Forcings for Land Surface Modeling , 2006 .

[33]  A. Gruber,et al.  Discrepancy between Gauges and Satellite Estimates of Rainfall in Equatorial Africa , 2000 .

[34]  Z. Hlaoui Les Fortes pluies journalieres , 2008 .

[35]  Patrick Le Goulven,et al.  Accounting for sparsely observed rainfall space—time variability in a rainfall—runoff model of a semiarid Tunisian basin/Prise en compte d'observations peu denses de la variabilité spatiotemporelle de la pluie dans une modélisation pluie—débit d'un bassin semi-aride Tunisien , 2005 .

[36]  Ziad S. Haddad,et al.  The TRMM 'Day-1' Radar/Radiometer Combined Rain-Profiling Algorithm , 1997 .

[37]  J. Michaelsen,et al.  Published online in Wiley InterScience (www.interscience.wiley.com). DOI: 10.1002/joc.866 THE COLLABORATIVE HISTORICAL AFRICAN RAINFALL MODEL: DESCRIPTION AND EVALUATION , 2002 .

[38]  Demetris Koutsoyiannis,et al.  Dryland hydrology in Mediterranean regions—a review , 2007 .

[39]  D. Wilks,et al.  The weather generation game: a review of stochastic weather models , 1999 .

[40]  Robert F. Adler,et al.  A Proposed Tropical Rainfall Measuring Mission (TRMM) Satellite , 1988 .

[41]  S. Sorooshian,et al.  Comparison of simple versus complex distributed runoff models on a midsized semiarid watershed , 1994 .

[42]  Soroosh Sorooshian,et al.  A stochastic precipitation disaggregation scheme for GCM applications , 1994 .

[43]  J. Feyen,et al.  Incorporating rainfall intensity into daily rainfall records for simulating runoff and infiltration into soil profiles , 2002 .

[44]  A. Bitan,et al.  Spatial and Temporal Changes in Rainfall Frequency Distribution Patterns in Israel , 1998 .