Research article
25 Jan 2018
Research article
| 25 Jan 2018
Stochastic generation of multi-site daily precipitation focusing on extreme events
Guillaume Evin et al.
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Cited
35 citations as recorded by crossref.
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- Coupling annual, monthly and daily weather generators to simulate multisite and multivariate climate variables with low-frequency variability for hydrological modelling J. Chen et al. 10.1007/s00382-019-04750-z
- Statistical Analysis of Extreme Events in Precipitation, Stream Discharge, and Groundwater Head Fluctuation: Distribution, Memory, and Correlation S. Dawley et al. 10.3390/w11040707
- Assessment of meteorological extremes using a synoptic weather generator and a downscaling model based on analogues D. Raynaud et al. 10.5194/hess-24-4339-2020
- New Approach to Estimate Extreme Flooding Using Continuous Synthetic Simulation Supported by Regional Precipitation and Non-Systematic Flood Data C. Beneyto et al. 10.3390/w12113174
- A stochastic weather model for generating daily precipitation series at ungauged locations in the Catskill Mountain region of New York state M. Yeo et al. 10.1002/joc.6230
- Identifying weather regimes for regional‐scale stochastic weather generators N. Najibi et al. 10.1002/joc.6969
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- Event generation for probabilistic flood risk modelling: multi-site peak flow dependence model vs. weather-generator-based approach B. Winter et al. 10.5194/nhess-20-1689-2020
- Spatiotemporal patterns of satellite precipitation extremes in the Xijiang River Basin: From statistical characterization to stochastic behaviour modelling Q. Ma et al. 10.1002/joc.6846
- Downsizing parameter ensembles for simulations of rare floods A. Sikorska-Senoner et al. 10.5194/nhess-20-3521-2020
- Delineating modelling uncertainty in river flow indicators with representative parameter sets A. Sikorska-Senoner 10.1016/j.advwatres.2021.104024
- Comparison of three multi-site models in stochastic reconstruction of winter daily rainfall over Iran M. Ghamghami et al. 10.1007/s40808-019-00599-7
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- Bridging the scale gap: obtaining high-resolution stochastic simulations of gridded daily precipitation in a future climate Q. Yuan et al. 10.5194/hess-25-5259-2021
- Metodología basada en generadores meteorológicos para la estimación de avenidas extremas C. Beneyto et al. 10.4995/ia.2019.12153
- Modeling the spatial dependence of floods using the Fisher copula M. Brunner et al. 10.5194/hess-23-107-2019
- Regional modeling of daily precipitation fields across the Great Lakes region (Canada) using the CFSR reanalysis D. Khedhaouiria et al. 10.1007/s00477-019-01722-x
- Tails of extremes: Advancing a graphical method and harnessing big data to assess precipitation extremes S. Nerantzaki & S. Papalexiou 10.1016/j.advwatres.2019.103448
- Space-time disaggregation of precipitation and temperature across different climates and spatial scales K. Breinl & G. Di Baldassarre 10.1016/j.ejrh.2018.12.002
- A probabilistic risk modelling chain for analysis of regional flood events J. Oliver et al. 10.1007/s00477-019-01681-3
- Flexible semiparametric generalized Pareto modeling of the entire range of rainfall amount P. Tencaliec et al. 10.1002/env.2582
- Dependence properties of spatial rainfall extremes and areal reduction factors P. Le et al. 10.1016/j.jhydrol.2018.08.061
35 citations as recorded by crossref.
- Comprehensive evaluation of an improved large‐scale multi‐site weather generator for Germany V. Nguyen et al. 10.1002/joc.7107
- A daily spatially explicit stochastic rainfall generator for a semi-arid climate Y. Zhao et al. 10.1016/j.jhydrol.2019.04.006
- Temporal changes in rainfall intensity–duration thresholds for post-wildfire flash floods in southern California T. Liu et al. 10.5194/nhess-22-361-2022
- Space–time dependence of compound hot–dry events in the United States: assessment using a multi-site multi-variable weather generator M. Brunner et al. 10.5194/esd-12-621-2021
- A virtual hydrological framework for evaluation of stochastic rainfall models B. Bennett et al. 10.5194/hess-23-4783-2019
- A Weather‐Regime‐Based Stochastic Weather Generator for Climate Vulnerability Assessments of Water Systems in the Western United States S. Steinschneider et al. 10.1029/2018WR024446
- Stochastic generators of multi-site daily temperature: comparison of performances in various applications G. Evin et al. 10.1007/s00704-018-2404-x
- Discrete <i>k</i>-nearest neighbor resampling for simulating multisite precipitation occurrence and model adaption to climate change T. Lee & V. Singh 10.5194/gmd-12-1189-2019
- Assessment of the effectiveness of a multi-site stochastic weather generator on hydrological modelling in the Red Deer River watershed, Canada C. Dai & X. Qin 10.1080/02626667.2019.1661416
- Coupled annual and daily multivariate and multisite stochastic weather generator to preserve low- and high-frequency variability to assess climate vulnerability K. Ahn 10.1016/j.jhydrol.2019.124443
- Building a puzzle to solve a riddle: A multi-scale disaggregation approach for multivariate stochastic processes with any marginal distribution and correlation structure I. Tsoukalas et al. 10.1016/j.jhydrol.2019.05.017
- Space-time simulation of precipitation based on weather pattern sub-sampling and meta-Gaussian model P. Vaittinada Ayar et al. 10.1016/j.jhydrol.2019.124451
- Coupling annual, monthly and daily weather generators to simulate multisite and multivariate climate variables with low-frequency variability for hydrological modelling J. Chen et al. 10.1007/s00382-019-04750-z
- Statistical Analysis of Extreme Events in Precipitation, Stream Discharge, and Groundwater Head Fluctuation: Distribution, Memory, and Correlation S. Dawley et al. 10.3390/w11040707
- Assessment of meteorological extremes using a synoptic weather generator and a downscaling model based on analogues D. Raynaud et al. 10.5194/hess-24-4339-2020
- New Approach to Estimate Extreme Flooding Using Continuous Synthetic Simulation Supported by Regional Precipitation and Non-Systematic Flood Data C. Beneyto et al. 10.3390/w12113174
- A stochastic weather model for generating daily precipitation series at ungauged locations in the Catskill Mountain region of New York state M. Yeo et al. 10.1002/joc.6230
- Identifying weather regimes for regional‐scale stochastic weather generators N. Najibi et al. 10.1002/joc.6969
- The new family of Fisher copulas to model upper tail dependence and radial asymmetry: Properties and application to high-dimensional rainfall data A. Favre et al. 10.1002/env.2494
- Event generation for probabilistic flood risk modelling: multi-site peak flow dependence model vs. weather-generator-based approach B. Winter et al. 10.5194/nhess-20-1689-2020
- Spatiotemporal patterns of satellite precipitation extremes in the Xijiang River Basin: From statistical characterization to stochastic behaviour modelling Q. Ma et al. 10.1002/joc.6846
- Downsizing parameter ensembles for simulations of rare floods A. Sikorska-Senoner et al. 10.5194/nhess-20-3521-2020
- Delineating modelling uncertainty in river flow indicators with representative parameter sets A. Sikorska-Senoner 10.1016/j.advwatres.2021.104024
- Comparison of three multi-site models in stochastic reconstruction of winter daily rainfall over Iran M. Ghamghami et al. 10.1007/s40808-019-00599-7
- A parsimonious post-processor for uncertainty evaluation of ensemble precipitation forecasts: an application to quantitative precipitation forecasts for civil protection purposes D. Biondi et al. 10.2166/nh.2021.045
- Development and hydrometeorological evaluation of a new stochastic daily rainfall model: Coupling Markov chain with rainfall event model C. Gao et al. 10.1016/j.jhydrol.2020.125337
- Bridging the scale gap: obtaining high-resolution stochastic simulations of gridded daily precipitation in a future climate Q. Yuan et al. 10.5194/hess-25-5259-2021
- Metodología basada en generadores meteorológicos para la estimación de avenidas extremas C. Beneyto et al. 10.4995/ia.2019.12153
- Modeling the spatial dependence of floods using the Fisher copula M. Brunner et al. 10.5194/hess-23-107-2019
- Regional modeling of daily precipitation fields across the Great Lakes region (Canada) using the CFSR reanalysis D. Khedhaouiria et al. 10.1007/s00477-019-01722-x
- Tails of extremes: Advancing a graphical method and harnessing big data to assess precipitation extremes S. Nerantzaki & S. Papalexiou 10.1016/j.advwatres.2019.103448
- Space-time disaggregation of precipitation and temperature across different climates and spatial scales K. Breinl & G. Di Baldassarre 10.1016/j.ejrh.2018.12.002
- A probabilistic risk modelling chain for analysis of regional flood events J. Oliver et al. 10.1007/s00477-019-01681-3
- Flexible semiparametric generalized Pareto modeling of the entire range of rainfall amount P. Tencaliec et al. 10.1002/env.2582
- Dependence properties of spatial rainfall extremes and areal reduction factors P. Le et al. 10.1016/j.jhydrol.2018.08.061
Latest update: 27 May 2022
Short summary
This research paper proposes a multi-site daily precipitation model, named GWEX, which aims to reproduce the statistical features of extremely rare events at different temporal and spatial scales. Recent advances and various statistical methods (regionalization, disaggregation) are considered in order to obtain a robust and appropriate representation of the most extreme precipitation fields. Performances are shown with an application to 105 stations, covering a large region in Switzerland.
This research paper proposes a multi-site daily precipitation model, named GWEX, which aims to...