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2020a_imt_ssh_mapping_natl60

A student challenge on both mapping of satellite altimeter sea surface height data and its dynamical update through web portals for scientific teams interested in the data challenge. Organisation: IMT-Atlantique, MEOM@IGE, Ocean-Next and CLS.

2021_4dvarnet_odc_natl60

2023-osse-ssc-natl60-gf

4dvarnet-core

Core implementation of the 4DVarNet architecture

4dvarnet-forecast

4dvarnet-james-uv-ssc

4dvarnet-starter

Streamlined version of the 4dvarnet algorithm: probably a good starting point to understand and applying it

4dvarnet-wsp

4DVarNet model applied to wind speed time series reconstruction using underwater passive acoustic data

4dvarnet_natl_datachallenge

4dvn-mm-w2d

Reconstruction of high-resolution wind speed fields from local and low-resolution wind speed fields

ai4oac2023

augmented_koopman

binn-sde

Implementation of the paper Learning stochastic dynamical systems with neural networks mimicking the Euler-Maruyama scheme. Accepted in EUSIPCO2021

bounded-nbeddyn

Implementation of the Neural Embedding model with boundedness constraints

cia-oceanix.github.io

closure_models

conditional_stylegan2_pytorch

course_dl_dynamical_systems

Material for the course Deep learning and dynamical systems

daoden

Implementation of Data-Assimilation-based ODE Network (DAODEN) (https://arxiv.org/abs/2009.02296)

detidenet

DetideNet: Filtering Internal tides from wide-swath altimeter data using Convolutional Neural Networks

dinae_4dvarnn_torch

dinae_keras

End-to-end learning (see Fablet et al., 2019)

dlcourse_moi_2022

dlgd2021

dlgd2022

dloa2023

Introductory course on Deep Learning for Ocean and Atmosphere Dynamics

driftnet

A novel fully-convolutional architecture inspired from the Eulerian Fokker-Planck representation of Lagrangian dynamics at sea surface

dynamical_systems_identification

On the data-driven identification of some dynamical systems, linear regression, NODEs ...

fascination

Repository for the FASCINATION project

fascination-experiments

This repository is dedicated to keeping a trace of all development ideas in the scope of project FASCINATION.