Guillerme Bernoux

32
Documents

Publications

Publications

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Automatic Identification of Past Radiation Belts Electron Enhancement Events Using a Ground‐Based Parameter

Guillerme Bernoux , Gautier Nguyen , Angélica Sicard , Vincent Maget

Earth and Space Science, 2025, 12 (4), ⟨10.1029/2024ea003945⟩

Article dans une revue hal-05105015v1
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Improving the Electron Radiation Belt Nowcast and Forecast Using the SafeSpace Data Assimilation Modeling Pipeline

Antoine Brunet , Nourallah Dahmen , Christos Katsavrias , Ondrej Santolík , G. Bernoux et al.

Space Weather: The International Journal of Research and Applications, 2023, 21 (8), pp.e2022SW003377. ⟨10.1029/2022sw003377⟩

Article dans une revue hal-04194960v1
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Electron radiation belt safety indices based on the SafeSpace modelling pipeline and dedicated to the internal charging risk

Nour Dahmen , Antoine Brunet , Sebastien Bourdarie , Christos Katsavrias , Guillerme Bernoux et al.

Annales Geophysicae, 2023, 41 (2), pp.301 - 312. ⟨10.5194/angeo-41-301-2023⟩

Article dans une revue hal-04184999v1
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Forecasting the Geomagnetic Activity Several Days in Advance Using Neural Networks Driven by Solar EUV Imaging

Guillerme Bernoux , Antoine Brunet , Éric Buchlin , Miho Janvier , Angélica Sicard

Journal of Geophysical Research Space Physics, 2022, 127 (10), ⟨10.1029/2022JA030868⟩

Article dans une revue hal-03826896v1
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Characterizing extreme geomagnetic storms using Extreme Value Analysis: a discussion on the representativeness of short datasets

Guillerme Bernoux , Vincent Maget

Space Weather: The International Journal of Research and Applications, 2020, 18 (6), pp.e2020SW002450. ⟨10.1029/2020SW002450⟩

Article dans une revue hal-02796836v2

Long term-extension of ICMEs and SIRs catalogs with deep learning and geomagnetic indices

Gautier Nguyen , Guillerme Bernoux , Hannah Rüdisser , Quentin Gibaru

European Geosciences Union General Assembly 2025, Apr 2025, Vienne, Austria. ⟨10.5194/egusphere-egu25-6702⟩

Communication dans un congrès hal-05110819v1

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-05105105v1
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Introducing a new ground-based Radiation belt electron enhancement events catalog

Gautier Nguyen , Guillerme Bernoux , Vincent Maget

EGU 2024, Apr 2024, Vienne, Austria. pp.EGU24-7584, ⟨10.5194/egusphere-egu24-7584⟩

Communication dans un congrès hal-04891959v1

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-04993711v1

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-04911443v1

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-04891801v1

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-04994336v1

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-04849680v1

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-04850470v1

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-04850447v1

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-04993753v1

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-04993765v1

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-04993782v1

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-04849471v1

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-04851160v1

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-04970168v1

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-04970221v1

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-04993078v1

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-04846837v1

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-04848973v1

Geomagnetic Activity Forecasting using Neural Networks

Antoine Brunet , Guillerme Bernoux

SWE Network Workshop 2020, Oct 2020, Online, Netherlands

Communication dans un congrès hal-04993075v1

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-04994325v1

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-04993045v1
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Apprentissage profond pour la prévision de l'activité géomagnétique

Guillerme Bernoux

Physique de l'espace [physics.space-ph]. Institut Supérieur de l'Aéronautique et de l'Espace (ISAE-SUPAERO); Université de Toulouse, 2022. Français. ⟨NNT : 2022ESAE0037⟩

Thèse tel-03923415v1