the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
Reconstruction of sub-daily rainfall sequences using multinomial multiplicative cascades
Abstract. This work aims to develop a semi-deterministic multiplicative cascade method for producing reliable short-term (sub-daily) rainfall sequences. The scaling feature of sub-daily rainfall sequences is analysed over the timescales of interest (i.e., 5 min to hourly in this research) to help derive the crucial parameters, i.e., the fragmentation ratios, for the proposed method. These derived ratios are then further used to stochastically disaggregate hourly rainfall sequences to 5-min using the multiplicative cascade process. The log-Poisson distributed cascade method is involved in this work to validate the proposed methodology by comparing certain statistics of the generated rainfall sequences over a specific range of timescales. The results demonstrate that the proposed methodology in general has the ability to reproduce the patterns of sub-daily rainfall observations from Greenwich raingauge station in London.
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- AC C1865: 'Adjustment of the author list', Li-Pen Wang, 18 Aug 2010
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RC C2220: 'Why the bare/dressed cascade distinction matters: Comments on “Reconstruction of sub-daily rainfall sequences using multinomial multiplicative cascades”', Shaun Lovejoy, 09 Sep 2010
- AC C2506: 'A pragmatic approach based upon the exact self-similar cascade process', Li-Pen Wang, 28 Sep 2010
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RC C2495: 'Comment on"Reconstruction of sub-daily rainfall sequences using multinomial multiplicative cascades" by L. Wang et al.', Anonymous Referee #2, 27 Sep 2010
- AC C2516: 'Response to the comments on Reconstruction of sub-daily rainfall sequences using multinomial multiplicative cascades', Li-Pen Wang, 28 Sep 2010
- AC C1865: 'Adjustment of the author list', Li-Pen Wang, 18 Aug 2010
-
RC C2220: 'Why the bare/dressed cascade distinction matters: Comments on “Reconstruction of sub-daily rainfall sequences using multinomial multiplicative cascades”', Shaun Lovejoy, 09 Sep 2010
- AC C2506: 'A pragmatic approach based upon the exact self-similar cascade process', Li-Pen Wang, 28 Sep 2010
-
RC C2495: 'Comment on"Reconstruction of sub-daily rainfall sequences using multinomial multiplicative cascades" by L. Wang et al.', Anonymous Referee #2, 27 Sep 2010
- AC C2516: 'Response to the comments on Reconstruction of sub-daily rainfall sequences using multinomial multiplicative cascades', Li-Pen Wang, 28 Sep 2010
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Cited
4 citations as recorded by crossref.
- Extreme Runoff Estimation for Ungauged Watersheds Using a New Multisite Multivariate Stochastic Model MASVC J. Hernández-Bedolla et al. 10.3390/w15162994
- Enhancement of radar rainfall estimates for urban hydrology through optical flow temporal interpolation and Bayesian gauge-based adjustment L. Wang et al. 10.1016/j.jhydrol.2015.05.049
- Modelling rainfall with a Bartlett–Lewis process: new developments C. Onof & L. Wang 10.5194/hess-24-2791-2020
- The global space–time cascade structure of precipitation: Satellites, gridded gauges and reanalyses S. Lovejoy et al. 10.1016/j.advwatres.2012.03.024