Page History

Markus Reichstein

Max-Planck-Institute for Biogeochemistry

Welcome, Motivation, some overview

• This meeting has Educational an educational scope
• as As well as a call-to-ai scope

Richard Engelen

ECMWF

European effort efforts in Copernicus CAMS for a CO2MVS

• Operational phase aligned with CO2M
• Caveats of GHGs Reanalyses Data

Ana Bastos

MPI-BGC

RECAP-2 project and the next steps

• RECAP-3 talks are ongoing
• S.America/Brazil possible focus?

Philippe Ciais

LSCE-CEA

Overview of Carbon budgets challenges and Post-COVID lessons learnt

• Post-COVID GHGs emissions less predictable
• Diversity of GHGs reporting hampers difficulties of reconciliation

Dario Papale

National Research Council Italy

GHGs Ecosystem level observations status

• Data availability is not so scarce
• Data diversity is wide and can be challenge
• Data standardisation and data purchase scheme important

Mathew Chantry

ECMWF

AIFS the ECMWF Artificial Intelligence Forecasting System and beyond

• AIFS is a new NWP model and show already elements outperforming traditional models.

Vitus Benson

MPI BGC

GNNs for atmospheric transport of CO2

• MPI-JENA Carbon Weather efforts

Christian Lessig

ECMWF

ML-ESM: Towards Machine Learning Earth System Models

• Encouraging results on ML-ESM 
• Useability of Multi-Model Output extend sampling
• Combined with 

Matthew Williams

Uni of Edinburgh, UK

Reanalysis of ecological carbon dynamics – potential links to AI approaches

• Ecological perspectives in the DTE CARDAMOM

Martin Jung

MPI BGC

FLUXCOM a brief update & lessons learnt

Anna Agusti-Panareda

ECMWF

Considerations for CO2 AIFS

• GHGs AI training caveats
• budgets, fluxe, transport errors
• Use nature runs? CATRINE project

Gianpaolo Balsamo

WMO-ECMWF

• Why G3W and why WMO?
• How is G3W going to help? 
• What is G3W implementation timeline?
• When is G3W going to be operational?