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Published in: Water Resources Management 1/2021

03-01-2021

Products, Sums and Quotients of Upper Truncated Pareto Random Variables with an Application in Hydrology

Author: Ali İ. Genç

Published in: Water Resources Management | Issue 1/2021

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Abstract

Some hydrological quantities such as the rainfall intensity, which is defined as the quotient of the rainfall depth to the rainfall duration, are based on functions of random variables. At this point, the probability distribution of that quantity arises. Then one may take this distribution into account for the exact statistical inference without referring to a simulation study. There are a lot of works on the exact distributions of functions of random variables in the literature. One case is for the Pareto distributed random variables. Pareto distribution and its upper truncated version have many applications in hydrological modelling. In this paper, the exact distributions of the product, sum and quotient of two independently distributed upper truncated Pareto random variables are obtained. Although the probability density functions of the product and quotient are obtained in elementary mathematical functions, that for the sum is obtained in terms of a special function. Some characteristics of these functions such as moments and percentiles can be easily obtained. The distributions of the quotient and the sum are applied on a rainfall data set from hydraulic efficiency research of green roofs. The parameters are estimated by the method of maximum likelihood. The theoretical results of this paper may also be useful to other practitioners of the upper truncated Pareto distribution.

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Literature
go back to reference Bobée B, Ashkar F (1991) The gamma family and derived distributions applied in hydrology. Water Resources Publications, USA Bobée B, Ashkar F (1991) The gamma family and derived distributions applied in hydrology. Water Resources Publications, USA
go back to reference Davis AP, McCuen RH (2005) Stormwater management for smart growth. Springer, US Davis AP, McCuen RH (2005) Stormwater management for smart growth. Springer, US
go back to reference Gradshteyn IS, Ryzhik IM (2007) Table of integrals, series and products, 7th edn. Academic Press, San Diego Gradshteyn IS, Ryzhik IM (2007) Table of integrals, series and products, 7th edn. Academic Press, San Diego
go back to reference Wolfram Research, Inc. (2012) Mathematica Version 9.0. Champaign Wolfram Research, Inc. (2012) Mathematica Version 9.0. Champaign
Metadata
Title
Products, Sums and Quotients of Upper Truncated Pareto Random Variables with an Application in Hydrology
Author
Ali İ. Genç
Publication date
03-01-2021
Publisher
Springer Netherlands
Published in
Water Resources Management / Issue 1/2021
Print ISSN: 0920-4741
Electronic ISSN: 1573-1650
DOI
https://doi.org/10.1007/s11269-020-02740-z

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