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A doubly stochastic rainfall model with exponentially decaying pulses.

Authors :
Ramesh, N. I.
Garthwaite, A. P.
Onof, C.
Source :
Stochastic Environmental Research & Risk Assessment. Jun2018, Vol. 32 Issue 6, p1645-1664. 20p.
Publication Year :
2018

Abstract

We develop a doubly stochastic point process model with exponentially decaying pulses to describe the statistical properties of the rainfall intensity process. Mathematical formulation of the point process model is described along with second-order moment characteristics of the rainfall depth and aggregated processes. The derived second-order properties of the accumulated rainfall at different aggregation levels are used in model assessment. A data analysis using 15 years of sub-hourly rainfall data from England is presented. Models with fixed and variable pulse lifetime are explored. The performance of the model is compared with that of a doubly stochastic rectangular pulse model. The proposed model fits most of the empirical rainfall properties well at sub-hourly, hourly and daily aggregation levels. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
14363240
Volume :
32
Issue :
6
Database :
Academic Search Index
Journal :
Stochastic Environmental Research & Risk Assessment
Publication Type :
Academic Journal
Accession number :
129703736
Full Text :
https://doi.org/10.1007/s00477-017-1483-z