This study discusses an application of heavy-tailed distributions to modelling of annual peak flows in general and of Polish data sets in particular. One- and two-shape parameter heavy-tailed distributions are obtained by transformations of random variables. The correct selection of a flood frequency model with emphasis on heavy-tailed distribution discrimination is then discussed. If a distribution is wrongly assumed, the error, in the upper quantile, arising as a result, depends on the method of parameter estimation and is shown analytically for three methods. Asymptotic and sampling values (got by simulation) were assessed for the pair log-Gumbel (LG) as a false distribution and log-normal (LN) as a true distribution. Comparing the upper quantiles of various distributions with the same values of moments, it is found that heavy-tailed distributions do not consistently provide higher flood frequency estimates than do soft-tailed distributions. Based on L-moment ratio diagrams and the test of linearity on log–log plots, it is concluded that Polish datasets of annual peak flows should be modelled using soft-tailed distributions, such as the three-parameter Inverse Gaussian, rather than heavy-tailed distributions.
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Research Article|
April 01 2011
On the tails of distributions of annual peak flow
Witold G. Strupczewski;
1Water Resources Department, Institute of Geophysics, Polish Academy of Sciences, Ksiecia Janusza 64, 01-452 Warsaw, Poland
E-mail: [email protected]
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Krzysztof Kochanek;
Krzysztof Kochanek
1Water Resources Department, Institute of Geophysics, Polish Academy of Sciences, Ksiecia Janusza 64, 01-452 Warsaw, Poland
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Iwona Markiewicz;
Iwona Markiewicz
1Water Resources Department, Institute of Geophysics, Polish Academy of Sciences, Ksiecia Janusza 64, 01-452 Warsaw, Poland
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Ewa Bogdanowicz;
Ewa Bogdanowicz
2Institute of Meteorology and Water Management, Podlesna 61, 01-673 Warsaw, Poland
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Stanislaw Weglarczyk;
Stanislaw Weglarczyk
3Faculty of Environmental Engineering, Cracow University of Technology Warszawska 24, 31-155 Cracow, Poland
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Vijay P. Singh
Vijay P. Singh
4Department of Biological and Agricultural Engineering & Department of Civil & Environmental Engineering, Texas A & M University, Scoates Hall, 2117 TAMU, College Station, Texas 77843-2117, USA
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Hydrology Research (2011) 42 (2-3): 171–192.
Article history
Received:
May 29 2009
Accepted:
June 18 2010
Citation
Witold G. Strupczewski, Krzysztof Kochanek, Iwona Markiewicz, Ewa Bogdanowicz, Stanislaw Weglarczyk, Vijay P. Singh; On the tails of distributions of annual peak flow. Hydrology Research 1 April 2011; 42 (2-3): 171–192. doi: https://doi.org/10.2166/nh.2011.062
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