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A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.
Pages
Project Hermès
About MOPGA Project Hermès
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Posts
activities
The Climate Informatics Hackathon 2020
Organization of the Hackathon
The AI4Climate journal club
A monthly journal club organized in collaboration with ANR OceaniX
HRMES mi-parcours
HRMES Mid-Term Workshop, 29 January 2021
people
Anna Sommer
Bio-sketch and bibliography: Anna Sommer
Julie Deshayes
Bio-sketch and bibliography: Julie Deshayes
Redouane Lguensat
Bio-sketch and bibliography: Redouane Lguensat
V. Balaji
Bio-sketch and bibliography: V. Balaji
portfolio
projects
Improved representation of ocean mesoscale turbulence using Machine Learning
Project of Anna Sommer, MOPGA Postdoc 09/05/2019-31/12/2019, CEA/LSCE/LOCEAN
Earth System Model Calibration using Machine Learning
Project of Redouane Lguensat, MOPGA Postdoc 16 March 2020 – present, CEA/LSCE/LOCEAN
Revealing changes in global ocean circulation under global heating using machine learning
Collaboration between Redouane Lguensat (CEA/LSCE/LOCEAN) and Maike Sonnewald (GFDL/Princeton University)
publications
Sciences des données versus science physique: la technologie des données nous conduit-elle vers une nouvelle synthèse?
Published in Comptes Rendus Géosciences, 2020
We live, it is said, in the age of data science. We show here some aspects of the evolution of simulation and data technologies and its important stakes for Earth system sciences.
Charney’s ladder
Published in RSTA, 2021
Since the dawn of the computer era, we have made tremendous progress in our ability to understand and simulate the Earth system. This has been made possible by accumulation of detail, in resolution and complexity. As computing reaches certain physical limits, we are revisiting this approach using machine learning. Learning algorithms may let us derive simpler models that emulate complex ones, and deepen our understanding of the Earth system.
talks
Project Hermès: Machine Learning and High-Resolution Modeling of the Earth System.
Published:
Invited lecture at the 42nd ORAP Forum, AI for HPC and HPC for AI
Lessons from the WIP and Vision for the Future
Published:
An overview of 5 years of activity of the WGCM Infrastructure Panel.
Trends in data technology: opportunities and challenges for Earth system simulation and analysis
Published:
Invited lecture to present future evolution of activity of the WGCM Infrastructure Panel.
Modeling Systems in the post-Dennard era
Published:
Keynote presentation, EGU AS1.5/CL5.05/ESSI1.2/NP1.4/OS4.20.
Trends in data technology: opportunities and challenges for Earth system simulation and analysis
Published:
Invited lecture at the European Centre for Medium-Range Weather Forecasting.
Machine Learning and the Post-Dennard Era of Climate Simulation
Published:
Invited lecture at the European Centre for Medium-Range Weather Forecasting.
Metamodels and Supermodels: Ideas and challenges from Machine Learning for Earth System Science
Published:
An overview of machine learning approaches in Earth system modeling.
Scientific and computational challenges in understanding climate change
Published:
Dr R Pitchai Endowment Lecture, Indian Institute of Technology, Madras
Machine Learning and the Post-Dennard Era of Climate Simulation
Published:
Invited talk at the Workshop on Machine Learning for Weather and Climate Modelling
Évolution des technologies des données et de calcul : opportunités et défis pour la simulation et l’analyse du système Terre
Published:
Invited talk at the Académie des Sciences in Paris, in the colloquium Face au changement climatique, le champ des possibles.
teaching
Teaching experience 1
Undergraduate course, University 1, Department, 2014
This is a description of a teaching experience. You can use markdown like any other post.
Teaching experience 2
Workshop, University 1, Department, 2015
This is a description of a teaching experience. You can use markdown like any other post.