23
IRUS TotalDownloads
Altmetric
A doubly stochastic rainfall model with exponentially decaying pulses
File | Description | Size | Format | |
---|---|---|---|---|
Ramesh_et_al-2017-Stochastic_Environmental_Research_and_Risk_Assessment.pdf | Published version | 4.77 MB | Adobe PDF | View/Open |
Title: | A doubly stochastic rainfall model with exponentially decaying pulses |
Authors: | Ramesh, N Garthwaite, A Onof, C |
Item Type: | Journal Article |
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. |
Issue Date: | 1-Jun-2018 |
Date of Acceptance: | 23-Oct-2017 |
URI: | http://hdl.handle.net/10044/1/53060 |
DOI: | https://dx.doi.org/10.1007/s00477-017-1483-z |
ISSN: | 1436-3240 |
Publisher: | Springer Verlag |
Start Page: | 1645 |
End Page: | 1664 |
Journal / Book Title: | Stochastic Environmental Research and Risk Assessment |
Volume: | 32 |
Issue: | 6 |
Copyright Statement: | © The Author(s) 2017. This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
Keywords: | Science & Technology Technology Life Sciences & Biomedicine Physical Sciences Engineering, Environmental Engineering, Civil Environmental Sciences Statistics & Probability Water Resources Engineering Environmental Sciences & Ecology Mathematics Doubly stochastic Point process Rainfall intensity Exponential pulse Accumulated rainfall MODULATED POISSON PROCESSES POINT PROCESS MODELS CLUSTER MODEL MOMENTS 09 Engineering 01 Mathematical Sciences Strategic, Defence & Security Studies |
Publication Status: | Published |
Online Publication Date: | 2017-11-04 |
Appears in Collections: | Civil and Environmental Engineering Faculty of Engineering |