A time fractional model to represent rainfall process

Abstract This paper deals with a stochastic representation of the rainfall process. The analysis of a rainfall time series shows that cumulative representation of a rainfall time series can be modeled as a non-Gaussian random walk with a log-normal jump distribution and a time-waiting distribution following a tempered α-stable probability law. Based on the random walk model, a fractional Fokker-Planck equation (FFPE) with tempered α-stable waiting times was obtained. Through the comparison of observed data and simulated results from the random walk model and FFPE model with tempered a-stable waiting times, it can be concluded that the behavior of the rainfall process is globally reproduced, and the FFPE model with tempered α-stable waiting times is more efficient in reproducing the observed behavior.

[1]  A. Ruzmaikin,et al.  Anomalous Diffusion of Solar Magnetic Elements , 1999 .

[2]  J. McCulloch,et al.  Simple consistent estimators of stable distribution parameters , 1986 .

[3]  Thomas L. Bell,et al.  Space–time scaling behavior of rain statistics in a stochastic fractional diffusion model , 2006 .

[4]  D. Schertzer,et al.  Physical modeling and analysis of rain and clouds by anisotropic scaling multiplicative processes , 1987 .

[5]  Kenneth P. Bowman,et al.  A Comparison of Gamma and Lognormal Distributions for Characterizing Satellite Rain Rates from the Tropical Rainfall Measuring Mission , 2004 .

[6]  J. Klafter,et al.  Anomalous Diffusion and Relaxation Close to Thermal Equilibrium: A Fractional Fokker-Planck Equation Approach , 1999 .

[7]  E. Foufoula‐Georgiou,et al.  Model for multiscale disaggregation of spatial rainfall based on coupling meteorological and scaling descriptions , 1996 .

[8]  Jonas Olsson,et al.  Reproduction of temporal scaling by a rectangular pulses rainfall model , 2002 .

[9]  Marcin Magdziarz,et al.  Fractional Fokker-Planck equation with tempered α-stable waiting times: langevin picture and computer simulation. , 2010, Physical review. E, Statistical, nonlinear, and soft matter physics.

[10]  J. Olsson,et al.  Limits and characteristics of the multifractal behaviour of a high-resolution rainfall time series , 1995 .

[11]  J. Klafter,et al.  The random walk's guide to anomalous diffusion: a fractional dynamics approach , 2000 .

[12]  Eric Gaume,et al.  Rainfall stochastic disaggregation models: Calibration and validation of a multiplicative cascade model , 2007 .

[13]  Edward C. Waymire,et al.  A statistical analysis of mesoscale rainfall as a random cascade , 1993 .

[14]  M. Joelson,et al.  On alpha stable distribution of wind driven water surface wave slope. , 2008, Chaos.

[15]  H. Andrieu,et al.  The Catastrophic Flash-Flood Event of 8–9 September 2002 in the Gard Region, France: A First Case Study for the Cévennes–Vivarais Mediterranean Hydrometeorological Observatory , 2005 .

[16]  M. Magdziarz Black-Scholes Formula in Subdiffusive Regime , 2009 .

[17]  V. Klemeš The Hurst Phenomenon: A puzzle? , 1974 .

[18]  Peter Molnar,et al.  Temporal dependence structure in weights in a multiplicative cascade model for precipitation , 2012 .

[19]  Karina Weron,et al.  Fractional Fokker-Planck dynamics: stochastic representation and computer simulation. , 2007, Physical review. E, Statistical, nonlinear, and soft matter physics.

[20]  Non‐power‐law‐scale properties of rainfall in space and time , 2005 .

[21]  I. A. Koutrouvelis An iterative procedure for the estimation of the parameters of stable laws , 1981 .

[22]  Jeffrey D. Niemann,et al.  Nonlinearity and self-similarity of rainfall in time and a stochastic model , 1996 .

[23]  Ioannis A. Koutrouvelis,et al.  Regression-Type Estimation of the Parameters of Stable Laws , 1980 .

[24]  B. Mandelbrot Intermittent turbulence in self-similar cascades: divergence of high moments and dimension of the carrier , 1974, Journal of Fluid Mechanics.

[25]  H. E. Hurst,et al.  Long-Term Storage Capacity of Reservoirs , 1951 .

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