Geostatistical simulation of two-dimensional fields of raindrop size distributions at the meso-γ scale

M. A. Schleiss, A. Berne, R. Uijlenhoet

Research output: Contribution to journalArticleScientificpeer-review

20 Citations (Scopus)

Abstract

The large variability of the raindrop size distribution (DSD) in space and time must be taken into account to improve remote Ser..sing of precipitation. The ability to simulate a large number of 2-D fields of DSDs sharing the same statistical properties provides a very useful simulation framework that nicely complements experimental approaches based on DSD ground measurements. These simulations can be used to investigate radar beam propagation through rain and to evaluate different radar retrieval techniques. The proposed approach uses geostatistical methods to provide structural analysis and stochastic simulation of DSD fields. First, the DSD is assumed to follow a Gamma distribution with three parameters. As a consequence, 2-D fields of DSDs can be described as a multivariate random function. The parameters are normalized using a Gaussian anamorphosis and simulated by taking advantage of fast Gaussian simulation algorithms. Variograms are used to characterize the spatial structure of the DSD fields. The generated fields have identical spatial structure and are consistent with the obSer.vations. Because intermittency cannot be simulated using this technique, the size of the simulation domain is limited to the meso-7 scale (2-20 km). To assess the proposed approach, the method is applied to data collected during intense Mediterranean rainfall. Taylor's hypothesis is invoked to convert time Ser.ies into 1-D range profiles. The anisotropy of the fields is derived from radar measurements. Simulated and measured reflectivity fields are in good agreement with respect to the mean, the standard deviation, and the spatial structure, demonstrating the promising potential of the proposed stochastic model of DSD fields.

Original languageEnglish
Article numberW07415
JournalWater Resources Research
Volume45
Issue number7
DOIs
Publication statusPublished - 2009
Externally publishedYes

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