Articles | Volume 24, issue 1
https://doi.org/10.5194/hess-24-169-2020
© Author(s) 2020. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/hess-24-169-2020
© Author(s) 2020. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Temporal rainfall disaggregation using a micro-canonical cascade model: possibilities to improve the autocorrelation
Hannes Müller-Thomy
CORRESPONDING AUTHOR
Institute of Hydraulic Engineering and Water Resources Management,
Vienna University of Technology, Karlsplatz 13/222, 1040 Vienna, Austria
previously published under the name Hannes Müller
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Cited
29 citations as recorded by crossref.
- Bridging the Scaling Gap: A Review of Nonlinear Paradigms for the Estimation and Understanding of Extreme Rainfall from Heavy Storms K. Cheung
- Variations in Present and Future Hourly Extreme Rainfall: Insights from High-Resolution Data and Novel Temporal Disaggregation Model Y. Dai et al.
- Unravelling spatiotemporal patterns of event-based surface rainfall-runoff response using a cellular automata approach L. Zhang et al.
- Comparison of rainfall generators with regionalisation for the estimation of rainfall erosivity at ungauged sites R. Pidoto et al.
- Simulating sub-hourly rainfall data for current and future periods using two statistical disaggregation models: case studies from Germany and South Korea I. Vorobevskii et al.
- Improvement of extreme rainfall characteristics for disaggregation of rainfall using MMRC with machine learning based DBSCAN clustering algorithm D. Chowdhury & U. Saha
- Can blue-green infrastructure mitigate waterborne infection risks through recreational activities in densely urbanized waterways? J. Petrucci et al.
- Introduction of k-means clustering into random cascade model for disaggregation of rainfall from daily to 1-hour resolution with improved preservation of extreme rainfall P. Deka & U. Saha
- Rainfall Generation Revisited: Introducing CoSMoS‐2s and Advancing Copula‐Based Intermittent Time Series Modeling S. Papalexiou
- Estimation of future extreme rainfall in Barcelona (Spain) under monofractal hypothesis R. Monjo et al.
- Estimation of the G2P Design Storm from a Rainfall Convectivity Index R. Balbastre-Soldevila et al.
- Ordinal network-based affine invariant Riemannian measure and its expansion: powerful similarity measure tools for complex systems Z. Wang et al.
- Multifractal Properties of Temporal Rainfall Series in Peninsular Malaysia S. Mariam Saad & N. Ismail
- Incorporation of weather parameters in MMRC-K model for rainfall disaggregation D. Chowdhury et al.
- Disaggregation of rainfall from daily to 1-hour scale through integrated MMRC-copula modelling P. Biswas & U. Saha
- Forecasting green roof detention performance by temporal downscaling of precipitation time-series projections V. Pons et al.
- Review: Fractal Geometry in Precipitation R. Monjo & O. Meseguer-Ruiz
- A probabilistic-deterministic approach for assessing climate change effects on infection risks downstream of sewage emissions from CSOs J. Derx et al.
- Applicability of statistical and deep-learning models for rainfall disaggregation at metropolitan stations in India D. Bhattacharyya et al.
- Estimation of future rainfall extreme values by temperature-dependent disaggregation of climate model data N. Ebers et al.
- Stochastic poisson cluster simulation of sub-hourly precipitation under climate change in Germany and South Korea J. Park et al.
- Preliminary Multifractal Rainfall Analysis in the Tunis Region H. Ghanmi & C. Mallet
- The spatiotemporal variations of global rainfall erosivity and erosive rainfall event based on half-hourly satellite rainfall data Q. Yang et al.
- SABER: A Model-Agnostic Postprocessor for Bias Correcting Discharge from Large Hydrologic Models R. Hales et al.
- Validation of precipitation reanalysis products for rainfall-runoff modelling in Slovenia M. Alexopoulos et al.
- Assessing the impact of climate change on Combined Sewer Overflows based on small time step future rainfall timeseries and long-term continuous sewer network modelling F. Gogien et al.
- Development of intensity–duration–frequency curves using sub-daily disaggregated rainfall data for flood-prone and data-scarce regions S. Nair et al.
- Sub‐daily rainfall intermittency: Is it really stochastic? A test at two Australian locations D. Dunkerley
- Innovative use of reanalysis data in Slovenia: Enhancing precipitation time series with a multiplicative cascade model H. Müller-Thomy et al.
29 citations as recorded by crossref.
- Bridging the Scaling Gap: A Review of Nonlinear Paradigms for the Estimation and Understanding of Extreme Rainfall from Heavy Storms K. Cheung
- Variations in Present and Future Hourly Extreme Rainfall: Insights from High-Resolution Data and Novel Temporal Disaggregation Model Y. Dai et al.
- Unravelling spatiotemporal patterns of event-based surface rainfall-runoff response using a cellular automata approach L. Zhang et al.
- Comparison of rainfall generators with regionalisation for the estimation of rainfall erosivity at ungauged sites R. Pidoto et al.
- Simulating sub-hourly rainfall data for current and future periods using two statistical disaggregation models: case studies from Germany and South Korea I. Vorobevskii et al.
- Improvement of extreme rainfall characteristics for disaggregation of rainfall using MMRC with machine learning based DBSCAN clustering algorithm D. Chowdhury & U. Saha
- Can blue-green infrastructure mitigate waterborne infection risks through recreational activities in densely urbanized waterways? J. Petrucci et al.
- Introduction of k-means clustering into random cascade model for disaggregation of rainfall from daily to 1-hour resolution with improved preservation of extreme rainfall P. Deka & U. Saha
- Rainfall Generation Revisited: Introducing CoSMoS‐2s and Advancing Copula‐Based Intermittent Time Series Modeling S. Papalexiou
- Estimation of future extreme rainfall in Barcelona (Spain) under monofractal hypothesis R. Monjo et al.
- Estimation of the G2P Design Storm from a Rainfall Convectivity Index R. Balbastre-Soldevila et al.
- Ordinal network-based affine invariant Riemannian measure and its expansion: powerful similarity measure tools for complex systems Z. Wang et al.
- Multifractal Properties of Temporal Rainfall Series in Peninsular Malaysia S. Mariam Saad & N. Ismail
- Incorporation of weather parameters in MMRC-K model for rainfall disaggregation D. Chowdhury et al.
- Disaggregation of rainfall from daily to 1-hour scale through integrated MMRC-copula modelling P. Biswas & U. Saha
- Forecasting green roof detention performance by temporal downscaling of precipitation time-series projections V. Pons et al.
- Review: Fractal Geometry in Precipitation R. Monjo & O. Meseguer-Ruiz
- A probabilistic-deterministic approach for assessing climate change effects on infection risks downstream of sewage emissions from CSOs J. Derx et al.
- Applicability of statistical and deep-learning models for rainfall disaggregation at metropolitan stations in India D. Bhattacharyya et al.
- Estimation of future rainfall extreme values by temperature-dependent disaggregation of climate model data N. Ebers et al.
- Stochastic poisson cluster simulation of sub-hourly precipitation under climate change in Germany and South Korea J. Park et al.
- Preliminary Multifractal Rainfall Analysis in the Tunis Region H. Ghanmi & C. Mallet
- The spatiotemporal variations of global rainfall erosivity and erosive rainfall event based on half-hourly satellite rainfall data Q. Yang et al.
- SABER: A Model-Agnostic Postprocessor for Bias Correcting Discharge from Large Hydrologic Models R. Hales et al.
- Validation of precipitation reanalysis products for rainfall-runoff modelling in Slovenia M. Alexopoulos et al.
- Assessing the impact of climate change on Combined Sewer Overflows based on small time step future rainfall timeseries and long-term continuous sewer network modelling F. Gogien et al.
- Development of intensity–duration–frequency curves using sub-daily disaggregated rainfall data for flood-prone and data-scarce regions S. Nair et al.
- Sub‐daily rainfall intermittency: Is it really stochastic? A test at two Australian locations D. Dunkerley
- Innovative use of reanalysis data in Slovenia: Enhancing precipitation time series with a multiplicative cascade model H. Müller-Thomy et al.
Saved (final revised paper)
Latest update: 30 Apr 2026
Short summary
Simulation of highly dynamic floods requires high-resolution rainfall time series. Observed time series of that kind are often too short; rainfall generation is the only solution. The applied rainfall generator tends to underestimate the process memory of the rainfall. By modifications of the rainfall generator and a subsequent optimisation method the process memory is improved significantly. Flood simulations are expected to be more trustable using the rainfall time series generated like this.
Simulation of highly dynamic floods requires high-resolution rainfall time series. Observed time...