AIFS -- ECMWF's data-driven forecasting system
Fuente:
arXiv
Saved in:
| Main Authors: | Lang, Simon, Alexe, Mihai, Chantry, Matthew, Dramsch, Jesper, Pinault, Florian, Raoult, Baudouin, Clare, Mariana C. A., Lessig, Christian, Maier-Gerber, Michael, Magnusson, Linus, Bouallègue, Zied Ben, Nemesio, Ana Prieto, Dueben, Peter D., Brown, Andrew, Pappenberger, Florian, Rabier, Florence |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
An update to ECMWF's machine-learned weather forecast model AIFS
by: Moldovan, Gabriel, et al.
Published: (2025)
by: Moldovan, Gabriel, et al.
Published: (2025)
The rise of data-driven weather forecasting
by: Ben-Bouallegue, Zied, et al.
Published: (2023)
by: Ben-Bouallegue, Zied, et al.
Published: (2023)
AIFS-CRPS: Ensemble forecasting using a model trained with a loss function based on the Continuous Ranked Probability Score
by: Lang, Simon, et al.
Published: (2024)
by: Lang, Simon, et al.
Published: (2024)
Representing the Surface Ocean in ECMWF's data-driven forecasting system AIFS
by: Hahner, Sara, et al.
Published: (2026)
by: Hahner, Sara, et al.
Published: (2026)
AIFS-COMPO: A Global Data-Driven Atmospheric Composition Forecasting System
by: Harder, Paula, et al.
Published: (2026)
by: Harder, Paula, et al.
Published: (2026)
Robustness of AI-based weather forecasts in a changing climate
by: Rackow, Thomas, et al.
Published: (2024)
by: Rackow, Thomas, et al.
Published: (2024)
Downscaling weather forecasts from Low- to High-Resolution with Diffusion Models
by: Brazidec, Joffrey Dumont Le, et al.
Published: (2026)
by: Brazidec, Joffrey Dumont Le, et al.
Published: (2026)
"What is a realistic forecast?" Assessing data-driven weather forecasts, a journey from verification to falsification
by: Bouallègue, Zied Ben
Published: (2026)
by: Bouallègue, Zied Ben
Published: (2026)
Data driven weather forecasts trained and initialised directly from observations
by: McNally, Anthony, et al.
Published: (2024)
by: McNally, Anthony, et al.
Published: (2024)
Impacts of atmospheric river reconnaissance dropsondes on ECMWF Integrated Forecasting System precipitation forecasts
by: Jia Wang, et al.
Published: (2025)
by: Jia Wang, et al.
Published: (2025)
From Licensing to Open Access: Designing a Sustainable Transition in Operational Weather Data
by: Pidduck, Emma, et al.
Published: (2026)
by: Pidduck, Emma, et al.
Published: (2026)
Casting Light on Dependency Structures in Ensemble Forecasts With the 2‐D Rank Histogram
by: Zied Ben Bouallègue
Published: (2025)
by: Zied Ben Bouallègue
Published: (2025)
Regional data-driven weather modeling with a global stretched-grid
by: Nipen, Thomas Nils, et al.
Published: (2024)
by: Nipen, Thomas Nils, et al.
Published: (2024)
GraphDOP: Towards skilful data-driven medium-range weather forecasts learnt and initialised directly from observations
by: Alexe, Mihai, et al.
Published: (2024)
by: Alexe, Mihai, et al.
Published: (2024)
Hybrid ensemble forecasting combining physics-based and machine-learning predictions through spectral nudging
by: Polichtchouk, Inna, et al.
Published: (2026)
by: Polichtchouk, Inna, et al.
Published: (2026)
Hybrid weather prediction using spectral nudging toward machine-learning forecasts
by: Polichtchouk, I., et al.
Published: (2026)
by: Polichtchouk, I., et al.
Published: (2026)
Prévisions météorologiques basées sur l'intelligence artificielle : une révolution peut en cacher une autre
by: Ben-Bouallegue, Zied, et al.
Published: (2024)
by: Ben-Bouallegue, Zied, et al.
Published: (2024)
Evaluation of Precipitation Observations Across Ecuador
by: Angela Iza‐Wong, et al.
Published: (2026)
by: Angela Iza‐Wong, et al.
Published: (2026)
On Global Applicability and Location Transferability of Generative Deep Learning Models for Precipitation Downscaling
by: Harder, Paula, et al.
Published: (2025)
by: Harder, Paula, et al.
Published: (2025)
The ecological forecast limit revisited: Potential, absolute and relative system predictability
by: Marieke Wesselkamp, et al.
Published: (2025)
by: Marieke Wesselkamp, et al.
Published: (2025)
The ecological forecast limit revisited: Potential, actual and relative system predictability
by: Wesselkamp, Marieke, et al.
Published: (2024)
by: Wesselkamp, Marieke, et al.
Published: (2024)
Northern Hemisphere extratropical cyclone biases in ECMWF subseasonal forecasts
by: Dominik Büeler, et al.
Published: (2024)
by: Dominik Büeler, et al.
Published: (2024)
Ensemble reliability and the signal‐to‐noise paradox in ECMWF subseasonal forecasts
by: Christopher D. Roberts, et al.
Published: (2026)
by: Christopher D. Roberts, et al.
Published: (2026)
Observation-guided Interpolation Using Graph Neural Networks for High-Resolution Nowcasting in Switzerland
by: Miralles, Ophélia, et al.
Published: (2025)
by: Miralles, Ophélia, et al.
Published: (2025)
LA “CUESTIÓN LITERARIA” EN LA OBRA DE NICOLÁS GÓMEZ DÁVILA
by: Michael Rabier
Published: (2014)
by: Michael Rabier
Published: (2014)
Biblioteca gomezdaviliana: las fuentes bibliográficas del pensamiento de Nicolás Gómez Dávila (I)
by: Michaël Rabier
Published: (2013)
by: Michaël Rabier
Published: (2013)
Una cierta idea de la filosofía: acerca de la recepción y no recepción de Nicolás Gómez Dávila en Francia
by: Michäel Rabier
Published: (2019)
by: Michäel Rabier
Published: (2019)
Hydra-LSTM: A semi-shared Machine Learning architecture for prediction across Watersheds
by: Ruparell, Karan, et al.
Published: (2024)
by: Ruparell, Karan, et al.
Published: (2024)
Advancing operational PM2.5 forecasting with dual deep neural networks (D-DNet)
by: Cai, Shengjuan, et al.
Published: (2024)
by: Cai, Shengjuan, et al.
Published: (2024)
Evaluating machine‐learning models for wind‐speed downscaling from ECMWF‐IFS data
by: William Ericson, et al.
Published: (2025)
by: William Ericson, et al.
Published: (2025)
ArchesWeather: An efficient AI weather forecasting model at 1.5° resolution
by: Couairon, Guillaume, et al.
Published: (2024)
by: Couairon, Guillaume, et al.
Published: (2024)
Drivers of the ECMWF SEAS5 seasonal forecast for the hot and dry European summer of 2022
by: Matthew Patterson, et al.
Published: (2024)
by: Matthew Patterson, et al.
Published: (2024)
Convergence and disposal of energy and moisture on the Antarctic Polar cap from ECMWF Reanalyses and forecasts
by: Christophe Genthon and Gerhard Krinner
Published: (1979)
by: Christophe Genthon and Gerhard Krinner
Published: (1979)
Remix
by: Lessig, Lawrence
Published: (2022)
by: Lessig, Lawrence
Published: (2022)
Advances in Land Surface Model-based Forecasting: A comparative study of LSTM, Gradient Boosting, and Feedforward Neural Network Models as prognostic state emulators
by: Wesselkamp, Marieke, et al.
Published: (2024)
by: Wesselkamp, Marieke, et al.
Published: (2024)
Phases of the Second World War in Djebel Trozza: Where the World Converged on Tunisian Soil during the Tunisian Campaign (1942–1943)
by: Bouallegue Karim
Published: (2026)
by: Bouallegue Karim
Published: (2026)
WeatherBench 2: A benchmark for the next generation of data-driven global weather models
by: Rasp, Stephan, et al.
Published: (2023)
by: Rasp, Stephan, et al.
Published: (2023)
Processes controlling extratropical near‐tropopause humidity and temperature in the ECMWF global weather forecast model
by: Jake Bland, et al.
Published: (2024)
by: Jake Bland, et al.
Published: (2024)
The non‐hydrostatic option of the ECMWF global weather forecast model: Improvements for kilometre‐scale modelling
by: Jozef Vivoda, et al.
Published: (2026)
by: Jozef Vivoda, et al.
Published: (2026)
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)
Similar Items
-
An update to ECMWF's machine-learned weather forecast model AIFS
by: Moldovan, Gabriel, et al.
Published: (2025) -
The rise of data-driven weather forecasting
by: Ben-Bouallegue, Zied, et al.
Published: (2023) -
AIFS-CRPS: Ensemble forecasting using a model trained with a loss function based on the Continuous Ranked Probability Score
by: Lang, Simon, et al.
Published: (2024) -
Representing the Surface Ocean in ECMWF's data-driven forecasting system AIFS
by: Hahner, Sara, et al.
Published: (2026) -
AIFS-COMPO: A Global Data-Driven Atmospheric Composition Forecasting System
by: Harder, Paula, et al.
Published: (2026)