Personalized Federated Learning for improving radar based precipitation nowcasting on heterogeneous areas
Fuente:
arXiv
Saved in:
| Main Authors: | Díaz, Judith Sáinz-Pardo, Castrillo, María, Bartok, Juraj, Cachá, Ignacio Heredia, Ondík, Irina Malkin, Martynovskyi, Ivan, Alibabaei, Khadijeh, Berberi, Lisana, Kozlov, Valentin, García, Álvaro López |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Hybrid physics-AI outperforms numerical weather prediction for extreme precipitation nowcasting
by: Das, Puja, et al.
Published: (2024)
by: Das, Puja, et al.
Published: (2024)
Integrated nowcasting of convective precipitation with Transformer-based models using multi-source data
by: Küçük, Çağlar, et al.
Published: (2024)
by: Küçük, Çağlar, et al.
Published: (2024)
GPTCast: a weather language model for precipitation nowcasting
by: Franch, Gabriele, et al.
Published: (2024)
by: Franch, Gabriele, et al.
Published: (2024)
StormDiT: A generative AI model bridges the 2-6 hour 'gray zone' in precipitation nowcasting
by: Sun, Haofei, et al.
Published: (2026)
by: Sun, Haofei, et al.
Published: (2026)
Nowcast3D: Reliable precipitation nowcasting via gray-box learning
by: Chen, Huaguan, et al.
Published: (2025)
by: Chen, Huaguan, et al.
Published: (2025)
Spread/Error relationship and spatial error structure of precipitation ensemble nowcasting: Comparison of STEPS and generative AI
by: Bonte, Martin, et al.
Published: (2026)
by: Bonte, Martin, et al.
Published: (2026)
Dynamic nowcast of the New Zealand greenhouse gas inventory
by: Jones, Malcolm, et al.
Published: (2024)
by: Jones, Malcolm, et al.
Published: (2024)
FuXi-Nowcast: Environment-conditioned deep learning for severe convection nowcasting
by: Chen, Lei, et al.
Published: (2025)
by: Chen, Lei, et al.
Published: (2025)
A curated UK rain radar data set for training and benchmarking nowcasting models
by: Atureta, Viv, et al.
Published: (2025)
by: Atureta, Viv, et al.
Published: (2025)
How to use score-based diffusion in earth system science: A satellite nowcasting example
by: Chase, Randy J., et al.
Published: (2025)
by: Chase, Randy J., et al.
Published: (2025)
Spatial verification of global precipitation forecasts
by: Skok, Gregor, et al.
Published: (2024)
by: Skok, Gregor, et al.
Published: (2024)
A neural network-based observation operator for weather radar data assimilation
by: Stefanelli, Marco, et al.
Published: (2025)
by: Stefanelli, Marco, et al.
Published: (2025)
On the all-India rainfall index and sub-India rainfall heterogeneity
by: Hill, Spencer A, et al.
Published: (2021)
by: Hill, Spencer A, et al.
Published: (2021)
Estimation of temperature and precipitation uncertainties using quantile neural networks
by: Brettin, Andrew, et al.
Published: (2026)
by: Brettin, Andrew, et al.
Published: (2026)
From trees to rain: Enhancement of cloud glaciation and precipitation by pollen
by: Kretzschmar, Jan, et al.
Published: (2023)
by: Kretzschmar, Jan, et al.
Published: (2023)
Dependence of convective precipitation extremes on near-surface relative humidity
by: van der Drift, Robert J., et al.
Published: (2024)
by: van der Drift, Robert J., et al.
Published: (2024)
Mesoscale soil moisture heterogeneity can locally amplify humid heat
by: Chagnaud, Guillaume, et al.
Published: (2025)
by: Chagnaud, Guillaume, et al.
Published: (2025)
On the Extrapolation of Generative Adversarial Networks for downscaling precipitation extremes in warmer climates
by: Rampal, Neelesh, et al.
Published: (2024)
by: Rampal, Neelesh, et al.
Published: (2024)
Stop using root-mean-square error as a precipitation target!
by: Hunt, Kieran M. R.
Published: (2025)
by: Hunt, Kieran M. R.
Published: (2025)
Transformer-based nowcasting of radar composites from satellite images for severe weather
by: Küçük, Çağlar, et al.
Published: (2023)
by: Küçük, Çağlar, et al.
Published: (2023)
HF radar estimation of ocean wave parameters: second-order Doppler spectrum versus Bragg wave modulation approach
by: Morales-Márquez, Verónica, et al.
Published: (2024)
by: Morales-Márquez, Verónica, et al.
Published: (2024)
An intercomparison of generative machine learning methods for downscaling precipitation at fine spatial scales
by: Ward-Leikis, Bryn, et al.
Published: (2025)
by: Ward-Leikis, Bryn, et al.
Published: (2025)
Changes in mesoscale convective system precipitation structures in response to a warming climate
by: Cui, Wenjun, et al.
Published: (2024)
by: Cui, Wenjun, et al.
Published: (2024)
Multi-scale assessment of high-resolution reanalysis precipitation fields over Italy
by: Cavalleri, Francesco, et al.
Published: (2024)
by: Cavalleri, Francesco, et al.
Published: (2024)
Fusion of multi-source precipitation records via coordinate-based generative model
by: Sun, Sencan, et al.
Published: (2025)
by: Sun, Sencan, et al.
Published: (2025)
Differential reflectivity columns and hail -- linking C-band radar-based estimated column characteristics to crowdsourced hail observations in Switzerland
by: Aregger, Martin, et al.
Published: (2024)
by: Aregger, Martin, et al.
Published: (2024)
Multi-model evidence of future tropical Atlantic precipitation change modulated by AMOC decline
by: Cerato, Giada, et al.
Published: (2024)
by: Cerato, Giada, et al.
Published: (2024)
Improving forecasts of precipitation extremes over Northern and Central Italy using machine learning
by: Grazzini, Federico, et al.
Published: (2024)
by: Grazzini, Federico, et al.
Published: (2024)
High-resolution boreal winter precipitation projections over Tropical America from CMIP5 models
by: Palomino-Lemus, Reiner, et al.
Published: (2024)
by: Palomino-Lemus, Reiner, et al.
Published: (2024)
YingLong-weather: AI-Based Limited Area Models for Forecasting of Non-precipitation Surface Meteorological Variables
by: Xu, Pengbo, et al.
Published: (2024)
by: Xu, Pengbo, et al.
Published: (2024)
Pattern change of precipitation extremes in Bear Island
by: Ray, Arnob, et al.
Published: (2023)
by: Ray, Arnob, et al.
Published: (2023)
The influence of orography and the direction of prevailing winds on precipitation distributions
by: Kochin, Alexander V.
Published: (2024)
by: Kochin, Alexander V.
Published: (2024)
Causally-informed deep learning to improve climate models and projections
by: Iglesias-Suarez, Fernando, et al.
Published: (2023)
by: Iglesias-Suarez, Fernando, et al.
Published: (2023)
Evaluating and improving wave and non-wave stress parametrisations for oceanic flows
by: Johnston, Daniel R., et al.
Published: (2025)
by: Johnston, Daniel R., et al.
Published: (2025)
Quasiannealed Monte Carlo method for light transport in strongly heterogeneous media
by: Tran, Loïc, et al.
Published: (2024)
by: Tran, Loïc, et al.
Published: (2024)
Impact of dynamical regionalization on precipitation biases and teleconnections over West Africa
by: Gómara, Iñigo, et al.
Published: (2024)
by: Gómara, Iñigo, et al.
Published: (2024)
Rainfall forecasts in daily use over East Africa improved by machine learning
by: Cooper, Fenwick C., et al.
Published: (2025)
by: Cooper, Fenwick C., et al.
Published: (2025)
When and where higher-resolution climate data improve impact model performance
by: Malle, Johanna T., et al.
Published: (2025)
by: Malle, Johanna T., et al.
Published: (2025)
Quantifying intra-regime weather variability for energy applications
by: Gerighausen, Judith, et al.
Published: (2024)
by: Gerighausen, Judith, et al.
Published: (2024)
Reddy: An open-source toolbox for analyzing eddy-covariance measurements in heterogeneous environments
by: Mack, Laura, et al.
Published: (2026)
by: Mack, Laura, et al.
Published: (2026)
Similar Items
-
Hybrid physics-AI outperforms numerical weather prediction for extreme precipitation nowcasting
by: Das, Puja, et al.
Published: (2024) -
Integrated nowcasting of convective precipitation with Transformer-based models using multi-source data
by: Küçük, Çağlar, et al.
Published: (2024) -
GPTCast: a weather language model for precipitation nowcasting
by: Franch, Gabriele, et al.
Published: (2024) -
StormDiT: A generative AI model bridges the 2-6 hour 'gray zone' in precipitation nowcasting
by: Sun, Haofei, et al.
Published: (2026) -
Nowcast3D: Reliable precipitation nowcasting via gray-box learning
by: Chen, Huaguan, et al.
Published: (2025)