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Time scale and intensity dependency in multiplicative cascades for temporal rainfall disaggregation

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Abstract

This is the publisher’s final pdf. The published article is copyrighted by American Geophysical Union and can be found at: http://sites.agu.org/.Multiplicative random cascades (MRCs) can parsimoniously generate highly intermittent patterns similar to those in rainfall. The elemental MRC model parameter is the cascade weight, which determines how rainfall at one scale is partitioned at the next smallest scale in the cascade. While it is known that the probability density of these weights may vary with both time scale and rainfall intensity, nearly all previous studies have considered either time scale or intensity separately. We examined the simultaneous dependency of the weights on both factors and assessed the impacts of explicitly including these dependencies in the MRC model. On the basis of the observed relationships between cascade weights and time scale and intensity, four progressively more “dependent” models were constructed to disaggregate a long time series of daily rainfall to hourly intervals. We found that inclusion of the intensity dependency on the model parameters that generate dry intervals greatly improved performance. For the relatively small range of time scales over which the rainfall was disaggregated, varying model parameters with time scale resulted in minor improvement

Topics: multiplicative random cascade, rainfall, disaggregation, time scale, intensity, dependent
Publisher: American Geophysical Union
Year: 2009
DOI identifier: 10.1029/2008WR007321
OAI identifier: oai:ir.library.oregonstate.edu:1957/34104
Provided by: ScholarsArchive@OSU

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Citations

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  2. (1999). Eventspecific multiplicative cascade models and an application to rainfall, doi
  3. (2000). Rainfall downscaling in a space-time multifractal framework, doi
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