A Multi-task Deep Learning Architecture for Maritime Surveillance using AIS Data Streams D Nguyen, R Vadaine, G Hajduch, R Garello, R Fablet The 5th IEEE International Conference on Data Science and Advanced Analytics, 2018 | 134 | 2018 |
GeoTrackNet-A Maritime Anomaly Detector using Probabilistic Neural Network Representation of AIS Tracks and A Contrario Detection D Nguyen, R Vadaine, G Hajduch, R Garello, R Fablet IEEE Transactions on Intelligent Transportation Systems, 2020 | 100 | 2020 |
A transformer network with sparse augmented data representation and cross entropy loss for ais-based vessel trajectory prediction D Nguyen, R Fablet IEEE Access, 2024 | 56* | 2024 |
Learning latent dynamics for partially observed chaotic systems S Ouala, D Nguyen, L Drumetz, B Chapron, A Pascual, F Collard, ... Chaos: An Interdisciplinary Journal of Nonlinear Science 30 (10), 2020 | 56 | 2020 |
EM-like learning chaotic dynamics from noisy and partial observations D Nguyen, S Ouala, L Drumetz, R Fablet | 44 | 2019 |
Variational Deep Learning for the Identification and Reconstruction of Chaotic and Stochastic Dynamical Systems from Noisy and Partial Observations D Nguyen, S Ouala, L Drumetz, R Fablet | 16 | 2020 |
Detection of Abnormal Vessel Behaviors from AIS data using GeoTrackNet: from the Laboratory to the Ocean D Nguyen, M Simonin, G Hajduch, R Vadaine, C Tedeschi, R Fablet 2020 21st IEEE International Conference on Mobile Data Management (MDM), 2020 | 15 | 2020 |
Assimilation-based Learning of Chaotic Dynamical Systems from Noisy and Partial Data D Nguyen, S Ouala, L Drumetz, R Fablet ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and …, 2020 | 14 | 2020 |
Recurrent Neural Networks with Stochastic Layers for Acoustic Novelty Detection D Nguyen, OS Kirsebom, F Frazão, R Fablet, S Matwin ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and …, 2019 | 10 | 2019 |
LEARNING OCEAN DYNAMICAL PRIORS FROM NOISY DATA USING ASSIMILATION-DERIVED NEURAL NETS S Ouala, D Nguyen, L Drumetz, B Chapron, A Pascual, F Collard, ... IGARSS 2019-2019 IEEE International Geoscience and Remote Sensing Symposium, 2019 | 4 | 2019 |
An AIS-based Deep Learning Model for Vessel Monitoring D Nguyen, R Vadaine, G Hajduch, R Garello, R Fablet NATO CMRE Maritime Big Data Workshop, 2018 | 3 | 2018 |
Magazine Supply Optimization: a Case-study D Nguyen, A Ulianovici, S Achour, S Aubry, N Chesneau arXiv preprint arXiv:2408.08637, 2024 | | 2024 |
Learning Chaotic and Stochastic Dynamics from Noisy and Partial Observation using Variational Deep Learning D Nguyen, S Ouala, L Drumetz, R Fablet CI'2020 : 10th International Conference on Climate Informatics, 2020 | | 2020 |
Data assimilation schemes as a framework for learning dynamical model from partial and noisy observations S Ouala, R Fablet, D Nguyen, L Drumetz, B Chapron, A Pascual, ... EGU 2019: General Assembly 2019 of the European Geosciences Union, 2019 | | 2019 |
Learning Constrained Dynamical Embeddings for Geophysical Dynamics S Ouala, D Nguyen, SL Brunton, L Drumetz, R Fablet Climate Informatics, 2019 | | 2019 |
A multi-task deep learning model for vessel monitoring using AIS streams D Nguyen, R Vadaine, G Hajduch, R Garello, R Fablet Elena Camossi, Anne-Laure Jousselme, 75, 2018 | | 2018 |
Synergies between SAR and AIS data for the surveillance of the maritime traffic R Vadaine, D Nguyen, N Longépé, G Hajduch, R Fablet SAR Oceanography workshop, SeaSAR 2018, 2018 | | 2018 |
Learning Latent Dynamics for Partially-Observed Chaotic Systems D Nguyen, L Drumetz, B Chapron, A Pascual, F Collard, L Gaultier, ... | | |