Oceanix

GeoTrackNet

A Maritime Anomaly Detector using Probabilistic Neural Network Representation of AIS Tracks and A Contrario Detection

TrAISformer

Pytorch implementation of TrAISformer---A generative transformer for AIS trajectory prediction (https://arxiv.org/abs/2109.03958).

4dvarnet-core

Core implementation of the 4DVarNet architecture

DLGD2022

DLOA2023

Introductory course on Deep Learning for Ocean and Atmosphere Dynamics

4dvarnet-starter

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

DLGD2021

ai4oac2023

DetideNet

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

DriftNet

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

CIA-Oceanix.github.io

NbedDyn

Learning latent dynamics for partially-observed chaotic systems

MediSAR

DLCourse_MOi_2022

SAR-Segmentation

2023-OSSE-SSC-NATL60-GF

4dvarnet-james-uv-ssc

4dvarnet-forecast

4DVarNet-wsp

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

4DVN-MM-W2D

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

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

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.

Lecture_Topics_ML

SAR-Based-Wave-inversion

This repository contains the code of the experiments described in this paper :

Sentinel1-colocalisations

sla-data-registry

Data for sla interpolation

These_Parth_Tripathi

Scripts and dataset of my PHD will be posted here.

vb-4dvarnet