A large sample investigation of temporal scale-invariance in rainfall over the tropical urban island of Singapore

Scaling behavior of rainfall time series is characterized using monofractal, spectral, and multifractal frameworks. The study analyzed temporal scale-invariance of rainfall in the tropical island of Singapore using a large dataset comprising 31 years of hourly and 3 years of 1-min rainfall measureme...

Full description

Saved in:
Bibliographic Details
Main Authors: Mandapaka, Pradeep V., Qin, Xiaosheng
Other Authors: School of Civil and Environmental Engineering
Format: Article
Language:English
Published: 2015
Subjects:
Online Access:https://hdl.handle.net/10356/79457
http://hdl.handle.net/10220/25262
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Nanyang Technological University
Language: English
id sg-ntu-dr.10356-79457
record_format dspace
spelling sg-ntu-dr.10356-794572020-03-07T11:43:29Z A large sample investigation of temporal scale-invariance in rainfall over the tropical urban island of Singapore Mandapaka, Pradeep V. Qin, Xiaosheng School of Civil and Environmental Engineering National Environment Agency of Singapore DRNTU::Engineering::Environmental engineering Scaling behavior of rainfall time series is characterized using monofractal, spectral, and multifractal frameworks. The study analyzed temporal scale-invariance of rainfall in the tropical island of Singapore using a large dataset comprising 31 years of hourly and 3 years of 1-min rainfall measurements. First, the rainfall time series is transformed into an occurrence–non-occurrence binary series, and its scaling behavior is analyzed using box-counting analysis. The results indicated that the rainfall support displays fractal structure, but within a limited range of scales. The rainfall support has a fractal dimension (D f ) of 0.56 for scales ranging from 1 min to 1.5 h and a D f of 0.37 from 1.5 h to 1.5 days. The results further showed that the fractal dimension decreases with the increase in the threshold used to define binary series. Spectral analysis carried out on the rainfall time series and the corresponding binary series showed three distinct scaling regimes of 4 min–2 h, 2–24 h, and 24 h–1 month. In all the scaling regimes, the spectral exponents for the rainfall series were smaller than those for the binary series. The study then investigated the presence of multiscaling behavior in rainfall time series using moment scaling analysis. The results confirmed that the rainfall fluctuations display a multiscaling structure, which was modeled in the framework of universal multifractals. The results from this study would not only improve our understanding of the temporal rainfall structure in Singapore and the surrounding Maritime Continent but also help us build and parameterize parsimonious models and statistical downscaling techniques for rainfall in this region. MOE (Min. of Education, S’pore) Accepted version 2015-03-24T04:43:03Z 2019-12-06T13:25:49Z 2015-03-24T04:43:03Z 2019-12-06T13:25:49Z 2014 2014 Journal Article Mandapaka, P. V., & Qin, X. A large sample investigation of temporal scale-invariance in rainfall over the tropical urban island of Singapore. Theoretical and applied climatology, in press. https://hdl.handle.net/10356/79457 http://hdl.handle.net/10220/25262 10.1007/s00704-014-1317-6 en Theoretical and applied climatology © 2014 Springer-Verlag Wien. This is the author created version of a work that has been peer reviewed and accepted for publication by Theoretical and Applied Climatology, Springer-Verlag Wien. It incorporates referee’s comments but changes resulting from the publishing process, such as copyediting, structural formatting, may not be reflected in this document. The published version is available at: [http://dx.doi.org/10.1007/s00704-014-1317-6]. 43 p. application/pdf
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
topic DRNTU::Engineering::Environmental engineering
spellingShingle DRNTU::Engineering::Environmental engineering
Mandapaka, Pradeep V.
Qin, Xiaosheng
A large sample investigation of temporal scale-invariance in rainfall over the tropical urban island of Singapore
description Scaling behavior of rainfall time series is characterized using monofractal, spectral, and multifractal frameworks. The study analyzed temporal scale-invariance of rainfall in the tropical island of Singapore using a large dataset comprising 31 years of hourly and 3 years of 1-min rainfall measurements. First, the rainfall time series is transformed into an occurrence–non-occurrence binary series, and its scaling behavior is analyzed using box-counting analysis. The results indicated that the rainfall support displays fractal structure, but within a limited range of scales. The rainfall support has a fractal dimension (D f ) of 0.56 for scales ranging from 1 min to 1.5 h and a D f of 0.37 from 1.5 h to 1.5 days. The results further showed that the fractal dimension decreases with the increase in the threshold used to define binary series. Spectral analysis carried out on the rainfall time series and the corresponding binary series showed three distinct scaling regimes of 4 min–2 h, 2–24 h, and 24 h–1 month. In all the scaling regimes, the spectral exponents for the rainfall series were smaller than those for the binary series. The study then investigated the presence of multiscaling behavior in rainfall time series using moment scaling analysis. The results confirmed that the rainfall fluctuations display a multiscaling structure, which was modeled in the framework of universal multifractals. The results from this study would not only improve our understanding of the temporal rainfall structure in Singapore and the surrounding Maritime Continent but also help us build and parameterize parsimonious models and statistical downscaling techniques for rainfall in this region.
author2 School of Civil and Environmental Engineering
author_facet School of Civil and Environmental Engineering
Mandapaka, Pradeep V.
Qin, Xiaosheng
format Article
author Mandapaka, Pradeep V.
Qin, Xiaosheng
author_sort Mandapaka, Pradeep V.
title A large sample investigation of temporal scale-invariance in rainfall over the tropical urban island of Singapore
title_short A large sample investigation of temporal scale-invariance in rainfall over the tropical urban island of Singapore
title_full A large sample investigation of temporal scale-invariance in rainfall over the tropical urban island of Singapore
title_fullStr A large sample investigation of temporal scale-invariance in rainfall over the tropical urban island of Singapore
title_full_unstemmed A large sample investigation of temporal scale-invariance in rainfall over the tropical urban island of Singapore
title_sort large sample investigation of temporal scale-invariance in rainfall over the tropical urban island of singapore
publishDate 2015
url https://hdl.handle.net/10356/79457
http://hdl.handle.net/10220/25262
_version_ 1681044152218812416