|
Long term-extension of ICMEs and SIRs catalogs with deep learning and geomagnetic indices
Gautier Nguyen
,
Guillerme Bernoux
,
Hannah Rüdisser
,
Quentin Gibaru
Communication dans un congrès
hal-05110819
v1
|
|
A 150-Year Record of Past Radiation Belt Electron Enhancement Events: Development and Application to Space Weather Forecasting
Guillerme Bernoux
,
Gautier Nguyen
,
Quentin Gibaru
,
Vincent Maget
EGU 2025 - European Geosciences Union, Apr 2025, Vienne, Austria
Communication dans un congrès
hal-05105105
v1
|
|
Introducing a new ground-based Radiation belt electron enhancement events catalog
Gautier Nguyen
,
Guillerme Bernoux
,
Vincent Maget
Communication dans un congrès
hal-04891959
v1
|
|
Data-driven prediction of geomagnetic indices as credible physical scenarios
Guillerme Bernoux
,
Gautier Nguyen
,
Maget Vincent
COSPAR 2024, Jul 2024, Busan, South Korea
Communication dans un congrès
hal-04993711
v1
|
|
A Solar Imaging Feature Extraction Method Developed to Enhance Deep Learning Space Weather Prediction Models
Maria Tahtouh
,
Guillerme Bernoux
,
Antoine Brunet
,
Denis Standarovski
COSPAR 2024, Jul 2024, Busan, South Korea
Communication dans un congrès
hal-04911443
v1
|
|
SPODIFY: Space Plasma Object Detection Inspired From Yolo
Gautier Nguyen
,
Guillerme Bernoux
,
Nicolas Aunai
PNST 2024 - Programme National Soleil-Terre, Jan 2024, Marseille, France
Communication dans un congrès
hal-04891801
v1
|
|
An innovative way to drive radiation belts model (Salammbô code) for forecasting an ongoing event
Maget Vincent
,
Guillerme Bernoux
,
Gautier Nguyen
,
Quentin Gibaru
,
Nourallah Dahmen
et al.
ESWW 2024, Nov 2024, Coimbra, Portugal
Communication dans un congrès
hal-04994336
v1
|
|
Improving Days-Ahead Geomagnetic Activity Forecasting Using Automatic AutoEncoder-Based Feature Extraction on Solar Images
Guillerme Bernoux
,
Antoine Brunet
,
Maria Tahtouh
AGU 2023, Dec 2023, San Francisco, United States. pp.NG11A-04
Communication dans un congrès
hal-04849680
v1
|
|
Adapting object detection techniques to time series: application to the multi-class detection of ICMEs and CIRs
Gautier Nguyen
,
Guillerme Bernoux
,
Nicolas Aunai
ESWW 2023, Nov 2023, Toulouse, France
Communication dans un congrès
hal-04850447
v1
|
|
SERENADE: Forecasting the Kp index a few days ahead using solar imaging and neural networks alone
Guillerme Bernoux
,
Antoine Brunet
,
Eric Buchlin
,
Miho Janvier
,
Angelica Sicard
Space Weather Modelling Workshop, Feb 2023, Darmstadt, Germany
Communication dans un congrès
hal-04993753
v1
|
|
Solar features extraction for geomagnetic activity prediction: Using AutoEncoders to enhance data-driven models
Maria Tahtouh
,
Guillerme Bernoux
,
Antoine Brunet
,
Denis Standarovski
,
Angelica Sicard
ESWW 2023, Nov 2023, Toulouse, France
Communication dans un congrès
hal-04850470
v1
|
|
Forecasting the geomagnetic activity days ahead with “deep learning” techniques
Guillerme Bernoux
,
Antoine Brunet
,
Maria Tahtouh
RECOSTAT workshop 2023, Jun 2023, Arcachon, France
Communication dans un congrès
hal-04993765
v1
|
|
A machine-learning model for the low-energy proton fluxes at low Earth orbit
Antoine Brunet
,
Angelica Sicard
,
Guillerme Bernoux
ESWW 2023, Nov 2023, Toulouse, France
Communication dans un congrès
hal-04993782
v1
|
|
Taking into Account the Specificities of Space Weather for the Evaluation of Machine-Learning-Based Forecasts
Guillerme Bernoux
AMS 2022, Jan 2022, Houston, United States
Communication dans un congrès
hal-04970221
v1
|
|
Forecasting the Kp index a few days ahead using solar imaging and neural networks alone: is it achievable?
Guillerme Bernoux
,
Antoine Brunet
,
Angelica Sicard
,
Eric Buchlin
,
Miho Janvier
COSPAR 2022 - Committee on Space Research, Jul 2022, Athènes, Greece. pp.PRBEM.3-0003-22
Communication dans un congrès
hal-04849471
v1
|
|
Decontamination of proton flux measurements in the radiation belts with machine learning
Guillerme Bernoux
,
Victor Le Couteur
,
Antoine Brunet
ESWW2022 - 18th European Space Weather Week, Oct 2022, Zagreb, Croatia
Communication dans un congrès
hal-04851160
v1
|
|
Peut-on prévoir l'activité géomagnétique avec plusieurs jours d'avance en utilisant uniquement des réseaux de neurones pilotés par des images du Soleil ?
Guillerme Bernoux
,
Antoine Brunet
,
Eric Buchlin
,
Miho Janvier
,
Angelica Sicard
Colloque PNST 2022, May 2022, Marseille, France
Communication dans un congrès
hal-04970168
v1
|
|
Extending the lead-time for forecasting geomagnetic indices using solar imaging
Guillerme Bernoux
Solar wind–Magnetosphere Interaction Workshop, Aug 2021, Online, United States
Communication dans un congrès
hal-04993078
v1
|
|
Evaluating a data-driven model to forecast the geomagnetic index Ca from near-Earth solar wind parameters
Guillerme Bernoux
,
Antoine Brunet
,
Angelica Sicard
,
Eric Buchlin
,
Miho Janvier
Applications of Statistical Methods and Machine Learning in the Space Sciences, May 2021, Online, United States
Communication dans un congrès
hal-04846837
v1
|
|
Deep learning based approach to forecasting Kp index up to a few days ahead using SDO/AIA data
Guillerme Bernoux
,
Antoine Brunet
,
Eric Buchlin
,
Miho Janvier
,
Angelica Sicard
17th European Space Weather Week, Oct 2021, Glasgow, United Kingdom. pp.2021
Communication dans un congrès
hal-04848973
v1
|
|
Geomagnetic Activity Forecasting using Neural Networks
Antoine Brunet
,
Guillerme Bernoux
SWE Network Workshop 2020, Oct 2020, Online, Netherlands
Communication dans un congrès
hal-04993075
v1
|
|
Assessing the predictability of the geomagnetic activity with information theoretical tools
Guillerme Bernoux
,
Antoine Brunet
,
Miho Janvier
,
Eric Buchlin
ESWW 2019, Nov 2019, Liège, Belgium
Communication dans un congrès
hal-04994325
v1
|
|
ElectronRadiation belts dedicated index and extreme events characterization
Maget Vincent
,
Guillerme Bernoux
,
Antoine Brunet
AGU Fall Meeting 2019, Dec 2019, San Francisco, United States
Communication dans un congrès
hal-04993045
v1
|