Articles | Volume 23, issue 9
https://doi.org/10.5194/hess-23-3823-2019
© Author(s) 2019. 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-23-3823-2019
© Author(s) 2019. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Research article
| 
18 Sep 2019
Research article |
| 18 Sep 2019
| 18 Sep 2019
Using nowcasting technique and data assimilation in a meteorological model to improve very short range hydrological forecasts
Maria Laura Poletti
CORRESPONDING AUTHOR
CIMA Research Foundation, Savona, Italy
Francesco Silvestro
CIMA Research Foundation, Savona, Italy
Silvio Davolio
Institute of Atmospheric Sciences and Climate, CNR ISAC, Bologna, Italy
Flavio Pignone
CIMA Research Foundation, Savona, Italy
Nicola Rebora
CIMA Research Foundation, Savona, Italy
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- Spatial and Temporal Evaluation of Radar Rainfall Nowcasting Techniques on 1,533 Events R. Imhoff et al. 10.1029/2019WR026723
- Overview towards improved understanding of the mechanisms leading to heavy precipitation in the western Mediterranean: lessons learned from HyMeX S. Khodayar et al. 10.5194/acp-21-17051-2021
- Multi-Weather Evaluation of Nowcasting Methods Including a New Empirical Blending Scheme H. Lin et al. 10.3390/atmos11111166
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- A methodological framework for the evaluation of short-range flash-flood hydrometeorological forecasts at the event scale M. Charpentier-Noyer et al. 10.5194/nhess-23-2001-2023
- The Piedmont flood of November 1994: a testbed of forecasting capabilities of the CNR-ISAC meteorological model suite S. Davolio et al. 10.1007/s42865-020-00015-4
- Rad-cGAN v1.0: Radar-based precipitation nowcasting model with conditional generative adversarial networks for multiple dam domains S. Choi & Y. Kim 10.5194/gmd-15-5967-2022
- Large‐Sample Evaluation of Radar Rainfall Nowcasting for Flood Early Warning R. Imhoff et al. 10.1029/2021WR031591
- Scale‐dependent blending of ensemble rainfall nowcasts and numerical weather prediction in the open‐source pysteps library R. Imhoff et al. 10.1002/qj.4461
- Modelling rainfall-induced landslides at a regional scale, a machine learning based approach S. Magrì et al. 10.1007/s10346-023-02173-w
- Severe floods predictive ability: A proxy based probabilistic assessment of the Italian early warning system F. Silvestro et al. 10.1111/jfr3.12970
- Rainfall nowcasting model for early warning systems applied to a case over Central Italy D. De Luca & G. Capparelli 10.1007/s11069-021-05191-w
- A Complete Meteo/Hydro/Hydraulic Chain Application to Support Early Warning and Monitoring Systems: The Apollo Medicane Use Case M. Lagasio et al. 10.3390/rs14246348
- Performing Hydrological Monitoring at a National Scale by Exploiting Rain-Gauge and Radar Networks: The Italian Case G. Bruno et al. 10.3390/atmos12060771
- Probabilistic Attenuation Nowcasting for the 5G Telecommunication Networks J. Pudashine et al. 10.1109/LAWP.2021.3068393
- Flood forecasting based on radar precipitation nowcasting using U-net and its improved models J. Li et al. 10.1016/j.jhydrol.2024.130871
- A combined index to characterize agricultural drought in Italy at municipality scale L. Rossi et al. 10.1016/j.ejrh.2023.101404
- Performance of the WRF Model for the Forecasting of the V-Shaped Storm Recorded on 11–12 November 2019 in the Eastern Sicily G. Castorina et al. 10.3390/atmos14020390
- Multivariate Assimilation of Remotely Sensed Soil Moisture and Evapotranspiration for Drought Monitoring K. Gavahi et al. 10.1175/JHM-D-20-0057.1
- Hydrometeorological evaluation of two nowcasting systems for Mediterranean heavy precipitation events with operational considerations A. Lovat et al. 10.5194/hess-26-2697-2022
- Improving real-time operational streamflow simulations using discharge data to update state variables of a distributed hydrological model F. Silvestro et al. 10.2166/nh.2021.162
- Prediction of severe thunderstorm events with ensemble deep learning and radar data S. Guastavino et al. 10.1038/s41598-022-23306-6
- A Review of the Internet of Floods: Near Real-Time Detection of a Flood Event and Its Impact . Van Ackere et al. 10.3390/w11112275
- SWING, The Score-Weighted Improved NowcastinG Algorithm: Description and Application M. Lagasio et al. 10.3390/w14132131
- Recent Advances in Real-Time Pluvial Flash Flood Forecasting A. Zanchetta & P. Coulibaly 10.3390/w12020570
- Strategy analysis of the extrapolation adjusted by model prediction (ExAMP) blending scheme for rainfall nowcasting C. Tsai et al. 10.1007/s44195-023-00047-1
28 citations as recorded by crossref.
- Assessing the ability of a new seamless short-range ensemble rainfall product to anticipate flash floods in the French Mediterranean area J. Godet et al. 10.5194/nhess-23-3355-2023
- Hydrological application of radar rainfall nowcasting in the Netherlands D. Heuvelink et al. 10.1016/j.envint.2019.105431
- Spatial and Temporal Evaluation of Radar Rainfall Nowcasting Techniques on 1,533 Events R. Imhoff et al. 10.1029/2019WR026723
- Overview towards improved understanding of the mechanisms leading to heavy precipitation in the western Mediterranean: lessons learned from HyMeX S. Khodayar et al. 10.5194/acp-21-17051-2021
- Multi-Weather Evaluation of Nowcasting Methods Including a New Empirical Blending Scheme H. Lin et al. 10.3390/atmos11111166
- Evaluation of Earth Observations and In Situ Data Assimilation for Seasonal Hydrological Forecasting J. Musuuza et al. 10.1029/2022WR033655
- A methodological framework for the evaluation of short-range flash-flood hydrometeorological forecasts at the event scale M. Charpentier-Noyer et al. 10.5194/nhess-23-2001-2023
- The Piedmont flood of November 1994: a testbed of forecasting capabilities of the CNR-ISAC meteorological model suite S. Davolio et al. 10.1007/s42865-020-00015-4
- Rad-cGAN v1.0: Radar-based precipitation nowcasting model with conditional generative adversarial networks for multiple dam domains S. Choi & Y. Kim 10.5194/gmd-15-5967-2022
- Large‐Sample Evaluation of Radar Rainfall Nowcasting for Flood Early Warning R. Imhoff et al. 10.1029/2021WR031591
- Scale‐dependent blending of ensemble rainfall nowcasts and numerical weather prediction in the open‐source pysteps library R. Imhoff et al. 10.1002/qj.4461
- Modelling rainfall-induced landslides at a regional scale, a machine learning based approach S. Magrì et al. 10.1007/s10346-023-02173-w
- Severe floods predictive ability: A proxy based probabilistic assessment of the Italian early warning system F. Silvestro et al. 10.1111/jfr3.12970
- Rainfall nowcasting model for early warning systems applied to a case over Central Italy D. De Luca & G. Capparelli 10.1007/s11069-021-05191-w
- A Complete Meteo/Hydro/Hydraulic Chain Application to Support Early Warning and Monitoring Systems: The Apollo Medicane Use Case M. Lagasio et al. 10.3390/rs14246348
- Performing Hydrological Monitoring at a National Scale by Exploiting Rain-Gauge and Radar Networks: The Italian Case G. Bruno et al. 10.3390/atmos12060771
- Probabilistic Attenuation Nowcasting for the 5G Telecommunication Networks J. Pudashine et al. 10.1109/LAWP.2021.3068393
- Flood forecasting based on radar precipitation nowcasting using U-net and its improved models J. Li et al. 10.1016/j.jhydrol.2024.130871
- A combined index to characterize agricultural drought in Italy at municipality scale L. Rossi et al. 10.1016/j.ejrh.2023.101404
- Performance of the WRF Model for the Forecasting of the V-Shaped Storm Recorded on 11–12 November 2019 in the Eastern Sicily G. Castorina et al. 10.3390/atmos14020390
- Multivariate Assimilation of Remotely Sensed Soil Moisture and Evapotranspiration for Drought Monitoring K. Gavahi et al. 10.1175/JHM-D-20-0057.1
- Hydrometeorological evaluation of two nowcasting systems for Mediterranean heavy precipitation events with operational considerations A. Lovat et al. 10.5194/hess-26-2697-2022
- Improving real-time operational streamflow simulations using discharge data to update state variables of a distributed hydrological model F. Silvestro et al. 10.2166/nh.2021.162
- Prediction of severe thunderstorm events with ensemble deep learning and radar data S. Guastavino et al. 10.1038/s41598-022-23306-6
- A Review of the Internet of Floods: Near Real-Time Detection of a Flood Event and Its Impact . Van Ackere et al. 10.3390/w11112275
- SWING, The Score-Weighted Improved NowcastinG Algorithm: Description and Application M. Lagasio et al. 10.3390/w14132131
- Recent Advances in Real-Time Pluvial Flash Flood Forecasting A. Zanchetta & P. Coulibaly 10.3390/w12020570
- Strategy analysis of the extrapolation adjusted by model prediction (ExAMP) blending scheme for rainfall nowcasting C. Tsai et al. 10.1007/s44195-023-00047-1
Latest update: 19 Apr 2024
Short summary
In this work a probabilistic rainfall nowcasting model, a non-hydrostatic high-resolution numerical weather prediction (NWP) model corrected with data assimilation, and a distributed hydrological model are used together with radar observations to implement a hydrological nowcasting chain. This chain is used to obtain a useful discharge prediction in small catchments with a time horizon of 2–8 h.
In this work a probabilistic rainfall nowcasting model, a non-hydrostatic high-resolution...
