Machine Learning Applied to Data Assimilation and Prediction Geophysical Models

CMCC Webinar
12 December 2023, 12:00 CET
To join the webinar, register here

Speaker:
Haroldo F. de Campos Velho, Researcher of the National Institute for Space Research (INPE) – Brazil

Moderator:
Leonardo LimaCMCC – OPA Division

Abstract

Machine learning (ML) algorithms are a new wave for many applications.In the presentation, ML approaches are employed for a very intensive computing process: Data Assimilation (DA), with a significant reduction of the computational effort. Beyond the pre-processing phase (DA), ML are also employed to hybrid prediction (model based on differential equation + data driven model) and for predictability (prediction uncertainty quantification). Results with limited area atmospheric (WRF-NCAR) and ocean circulation (2D shallow water) models are used to illustrate the ML framework.


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HOW TO PARTICIPATE
12 December 2023, 12:00 CET
To join the webinar, register here


ORGANIZED BY:
CMCC



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