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...
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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 |
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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 |
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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. |
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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 |