Name: Machine learning for numerical weather predictions and climate services – A workshop for Member and Co-operating States
Start: 2021-04-14T13:00:00+01:00
End: 2021-04-16T17:15:00+01:00
Location: No location set

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Sessions*

ML roadmap and software/hardware infrastructure

Examples of ML weather related applications

Examples of ML weather related applications and final discussion

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Contributions*

A targeted machine learning approach to accelerate radiation computations (in session "Examples of ML weather related applications")

Breakout Groups (in session "Examples of ML weather related applications and final discussion")

Discussions (in session "ML roadmap and software/hardware infrastructure")

Discussions (in session "Examples of ML weather related applications")

Discussions (in session "ML roadmap and software/hardware infrastructure")

Estimation of Koopman Transfer Operators for the Equatorial Pacific SST (in session "Examples of ML weather related applications")

HIDRA 1.0: Deep-Learning-Based Ensemble Sea Level Forecasting in the Northern Adriatic (in session "Examples of ML weather related applications and final discussion")

Hierarchical Clustering technique to address the double penalty issue in high-resolution EPS rainfall forecasts (in session "Examples of ML weather related applications and final discussion")

Infrastructure for machine learning (in session "ML roadmap and software/hardware infrastructure")

Intelligent IR/VIS Cloud Camera Observation Operators for convective-scale NWP (in session "Examples of ML weather related applications")

Learning earth system models from observations: machine learning or data assimilation? (in session "Examples of ML weather related applications")

Model error correction with data assimilation and machine learning (in session "Examples of ML weather related applications")

Neural network based forward operators for visible and near-infrared satellite images (in session "ML roadmap and software/hardware infrastructure")

Overview of Météo-France "AI Lab" activities and achievements (in session "ML roadmap and software/hardware infrastructure")

Overview of research developments and projects making use of AI-related methods at Météo-France (in session "ML roadmap and software/hardware infrastructure")

Parameterisation emulation with machine learning (in session "Examples of ML weather related applications")

Plenary discussions (in session "Examples of ML weather related applications and final discussion")

Stochastic downscaling to convective scales using Gaussian random fields (in session "Examples of ML weather related applications and final discussion")

Supervised machine learning for post-processing surface weather parameters - an overview of some activities at ECMWF (in session "Examples of ML weather related applications")

The machine learning roadmap (in session "ML roadmap and software/hardware infrastructure")

The WMO AI/ML Challenge for sub-seasonal to seasonal prediction (in session "Examples of ML weather related applications and final discussion")

Tools for machine learning (in session "ML roadmap and software/hardware infrastructure")

Tropical cyclone detection through machine learning (in session "Examples of ML weather related applications")

Using machine learning to predict fire-ignition occurrences from lightning forecasts (in session "Examples of ML weather related applications")

Using machine learning to produce a very high resolution land-cover map for Ireland (in session "Examples of ML weather related applications")

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Events scheduled on*

14/04/2021

15/04/2021

16/04/2021

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Machine learning for numerical weather predictions and climate services – A workshop for Member and Co-operating States

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