Julien Brajard

Combining data assimilation and machine learning to infer unresolved scale parametrization

Julien Brajard, Alberto Carrassi, Marc Bocquet et al. · Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences · 2021 · 176 citations · Full text

Classification of Sea Ice Types in Sentinel-1 SAR Data Using Convolutional Neural Networks

Hugo Boulze, Anton Korosov, Julien Brajard · Remote Sensing · 2020 · 160 citations · Full text

Convolutional Neural Network, Engineering, Machine Learning +26

Data assimilation as a learning tool to infer ordinary differential equation representations of dynamical models

Marc Bocquet, Julien Brajard, Alberto Carrassi et al. · Nonlinear processes in geophysics · 2019 · 95 citations · Full text

Nonlinear System Identification, Parameter Identification, Recurrent Neural Network +15

Use of a neuro-variational inversion for retrieving oceanic and atmospheric constituents from satellite ocean colour sensor: Application to absorbing aerosols

Julien Brajard, Cédric Jamet, C. Moulin et al. · Neural Networks · 2006 · 55 citations

Ocean Monitoring, Environmental Monitoring, Engineering +7

Learning Dynamical Systems from Partial Observations

Ibrahim Ayed, Emmanuel de Bézenac, Arthur Pajot et al. · arXiv (Cornell University) · 2019 · 54 citations · Full text

Forecasting Complex, Engineering, Machine Learning +15