Statistical distribution of the fractional area affected by rain

[1] The knowledge of the fraction of an area that is affected by rain (or fractional area) is of prime interest for hydrologic studies or for rainfall field modeling. Up to now, the statistical distribution of this parameter has been poorly studied. In the present paper, a model of the statistical distribution of the fraction of an area affected by rain over a given rainfall rate is proposed. It takes into account at the same time the size of the area and the local climatology. The analytic formulation of the distribution is established, considering that rainfall fields can be obtained from a nonlinear filtering of a Gaussian random field. As the analytic derivation of the distribution lies on some assumptions, the model accuracy is first evaluated from numerical simulations. It is then shown that the model reproduces accurately the distribution of fractional areas derived from radar observations of rain fields for various rain thresholds, sizes of area, and climatologies. A generic parameterization is then proposed for areas ranging from 100 × 100 to 300 × 300 km2.

[1]  D. Brillinger,et al.  Handbook of methods of applied statistics , 1967 .

[2]  Sensitivity of the land surface to sub-grid scale processes: implications for climate simulations , 2004, Vegetatio.

[3]  Isabelle Braud,et al.  A space‐time rainfall disaggregation model adapted to Sahelian Mesoscale Convective Complexes , 1998 .

[4]  D. Priegnitz,et al.  The Area-Time Integral as an Indicator for Convective Rain Volumes , 1984 .

[5]  Laurent Castanet,et al.  Comparison of various methods for combining propagation effects and predicting loss in low-availability systems in the 20-50 GHz frequency range , 2001, Int. J. Satell. Commun. Netw..

[6]  M. Fuentes A formal test for nonstationarity of spatial stochastic processes , 2005 .

[7]  Henri Sauvageot,et al.  The Probability Density Function of Rain Rate and the Estimation of Rainfall by Area Integrals , 1994 .

[8]  Benjamin Kedem,et al.  An analysis of the threshold method for measuring area-average rainfall. , 1990 .

[9]  Shaun Lovejoy,et al.  Generalized Scale Invariance in the Atmosphere and Fractal Models of Rain , 1985 .

[10]  C. Lantuéjoul,et al.  Ergodicity and integral range , 1991 .

[11]  F. Barbaliscia,et al.  Characteristics of the spatial statistical dependence of rainfall rate over large areas , 1992 .

[12]  A. Henderson-Sellers,et al.  An Evaluation of Proposed Representations of Subgrid Hydrologic Processes in Climate Models , 1991 .

[13]  Laurent Castanet,et al.  HYCELL—A new hybrid model of the rain horizontal distribution for propagation studies: 2. Statistical modeling of the rain rate field , 2003 .

[14]  Thomas M. Over,et al.  A space‐time theory of mesoscale rainfall using random cascades , 1996 .

[15]  Laurent Castanet,et al.  Large‐scale modeling of rain fields from a rain cell deterministic model , 2006 .

[16]  I. Rodríguez‐Iturbe,et al.  On the synthesis of random field sampling from the spectrum: An application to the generation of hydrologic spatial processes , 1974 .

[17]  A. Henderson-Sellers,et al.  Sensitivity of regional climates to localized precipitation in global models , 1990, Nature.

[18]  Eytan Modiano,et al.  Power allocation and routing in multibeam satellites with time-varying channels , 2003, TNET.

[19]  T. Lebel,et al.  Approximation of Sahelian rainfall fields with meta-Gaussian random functions , 1999 .

[20]  Laurent Castanet,et al.  HYCELL—A new hybrid model of the rain horizontal distribution for propagation studies: 1. Modeling of the rain cell , 2003 .

[21]  Laurent Castanet,et al.  Simulation of the performance of a Ka-band VSAT videoconferencing system with uplink power control and data rate reduction to mitigate atmospheric propagation effects , 2002, Int. J. Satell. Commun. Netw..

[22]  Nicola Rebora,et al.  Revisiting Multifractality in Rainfall Fields , 2003 .

[23]  M. Shinozuka,et al.  Digital simulation of random processes and its applications , 1972 .

[24]  Leon E. Borgman,et al.  Three-Dimensional, Frequency-Domain Simulations of Geological Variables , 1984 .

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

[26]  H. Wheater,et al.  Analysis of the spatial coverage of British rainfall fields , 1996 .

[27]  Aldo Paraboni,et al.  Data and theory for a new model of the horizontal structure of rain cells for propagation applications , 1987 .

[28]  A. Paraboni,et al.  Simulation of joint statistics of rain attenuation in multiple sites across wide areas using ITALSAT data , 2005, IEEE Transactions on Antennas and Propagation.

[29]  Peter Strobach Concluding Remarks and Applications , 1990 .

[30]  Aldo Paraboni,et al.  A comprehensive meteorologically oriented methodology for the prediction of wave propagation parameters in telecommunication applications beyond 10 GHz , 1987 .

[31]  D. Short,et al.  The estimation of convective rainfall by area integrals: 1. The theoretical and empirical basis , 1990 .

[32]  Riko Oki,et al.  TRMM Sampling of Radar–AMeDAS Rainfall Using the Threshold Method , 1997 .

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

[34]  Lucien Le Cam,et al.  A Stochastic Description of Precipitation , 1961 .

[35]  Julius Goldhirsh,et al.  Two‐dimension visualization of rain cell structures , 2000 .

[36]  G. Guillot Approximation of Sahelian rainfall fields with meta-Gaussian random functions , 1999 .