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Influence of the zero-rainfall on the assessment of the multifractal parameters
► Truncated multifractal fields exhibit a 2nd order phase transition for low moments. ► Universal multifractal exponents’ estimates are affected by truncation of the field. ► The main features of rainfall data are retrieved on truncated simulated fields. ► A new technique to thwart this threshold ef...
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Published in: | Advances in water resources 2012-09, Vol.45, p.13-25 |
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Main Authors: | , , , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites Items that cite this one |
Online Access: | Get full text |
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Summary: | ► Truncated multifractal fields exhibit a 2nd order phase transition for low moments. ► Universal multifractal exponents’ estimates are affected by truncation of the field. ► The main features of rainfall data are retrieved on truncated simulated fields. ► A new technique to thwart this threshold effect provides encouraging results.
Rainfall data contains numerous zero values, either real or spurious, especially at high resolution. This paper investigates how a truncation of a multifractal field affects the scaling analysis. Synthetic multifractal fields are used. The main result, which is theoretically expected and empirically observed, is that the truncated fields exhibit a multifractal phase transition for small moments. This implies an under-estimation of the multifractality index, and consequently of the extremes. This framework enables one to retrieve most of the features observed on radar data corresponding to a heavy rainfall event that occurred in September 2005 in the South of France. Finally a new technique is proposed to improve the estimation of characteristic multifractal parameters. It yields imperfect but encouraging results. |
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ISSN: | 0309-1708 1872-9657 |
DOI: | 10.1016/j.advwatres.2012.03.026 |