Výsledky vyhledávání - "Jonathan Villain"

Akademický článek

A Framework to Design Efficent Blockchain-Based Decentralized Federated Learning Architectures

Autor: Yannis Formery, Leo Mendiboure, Jonathan Villain, Virginie Deniau, Christophe Gransart

Publikováno v: IEEE Open Journal of the Computer Society, Vol 5, Pp 705-723 (2024)

Distributed machine learning, and Decentralized Federated Learning in particular, is emerging as an effective solution to cope with the ever-increasing amount of data and the need to process it faster and more reliably. It enables machine learning mo

Externí odkaz: https://doaj.org/article/83d23ad484ad42738ecc2dae8af079c5

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Akademický článek

Microplastics in Mediterranean Sea: A protocol to robustly assess contamination characteristics.

Autor: Mikaël Kedzierski, Jonathan Villain, Mathilde Falcou-Préfol, Marie Emmanuelle Kerros, Maryvonne Henry, Maria Luiza Pedrotti, Stéphane Bruzaud

Publikováno v: PLoS ONE, Vol 14, Iss 2, p e0212088 (2019)

The study of microplastic pollution involves multidisciplinary analyses on a large number of microplastics. Therefore, providing an overview of plastic pollution is time consuming and, despite high throughput analyses, remains a major challenge. The

Externí odkaz: https://doaj.org/article/85014035f3f0458b9e3bf69d8f2f7bcd

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Jamming Detection in Electromagnetic Communication with Machine Learning: A Survey and Perspective

Autor: Jonathan Villain, Virginie Deniau, Christophe Gransart

Publikováno v: Machine Learning and Probabilistic Graphical Models for Decision Support Systems ISBN: 9781003189886

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::7f2bcb3120b358affb9e37bda0740987
https://doi.org/10.1201/9781003189886-10

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Detection and Classification of Interference affecting LoRaWAN communications in Railway environment

Autor: Jonathan Villain, Virginie Deniau, Eric Pierre Simon, Christophe Gransart, Artur Nogueira de Sao Jose, Florent Valenti, Norbert Becuwe

Publikováno v: 2022 3rd URSI Atlantic and Asia Pacific Radio Science Meeting (AT-AP-RASC)
2022 3rd URSI Atlantic and Asia Pacific Radio Science Meeting (AT-AP-RASC), May 2022, Gran Canaria, Spain. pp.1-4, ⟨10.23919/AT-AP-RASC54737.2022.9814310⟩

International audience; The French national railway company (SNCF) is deploying Internet of Things (IoT) technologies using the LoRaWAN communication protocol to centralize and transmit the data measured by the onboard sensors to the railway maintena

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::38d9a15eb071046076e87bf3bdd4535b
https://hal.science/hal-03737982

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A test methodology to assess the susceptibility of LTE communications in a railway electromagnetic environment

Autor: Nathan Chopinet, Virginie Deniau, Eric Pierre Simon, Artur Nogueira de Sao Jose, Jonathan Villain

International audience; The LTE communication protocol is more and more employed in the railway domain. Indeed, the LTE throughput enables railway companies to offer Wi-Fi connections to their customers inside the trains. LTE is also used in innovati

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::e5ae38dc0fb8c2c47687bf7712b518f5
https://hal.science/hal-03744120

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A Threshold-Based Detection Approach To Detect Fake Access Points and Jamming Attacks on IEEE 802.11 Networks: Implementation, Results and Limitations

Autor: Andy Amoordon, Virginie Deniau, Christophe Gransart, Anthony Fleury, Jonathan Villain

Publikováno v: 2022 3rd URSI Atlantic and Asia Pacific Radio Science Meeting (AT-AP-RASC).

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::90134298b5f13d109fa6af6bb5025b3c
https://doi.org/10.23919/at-ap-rasc54737.2022.9814377

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Characterization of IEEE 802.11 communications and detection of low power jamming attacks in noncontrolled environment based on a clustering study

Autor: Jonathan Villain, Christophe Gransart, Eric Pierre Simon, Virginie Deniau, Anthony Fleury

Publikováno v: IEEE Systems Journal
IEEE Systems Journal, 2022, 16 (1), pp 683-692. ⟨10.1109/JSYST.2020.3045365⟩
IEEE Systems Journal, In press, pp.1-10. ⟨10.1109/JSYST.2020.3045365⟩

International audience; Wireless connections are more and more used in different applications and in public areas for services to consumers but also for handling (sometimes) sensitive communications (for instance in railway systems or for remote vide

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::e548cc35e7de146ceedff1468eda3471
https://hal.science/hal-03264535

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Analysis of the Susceptibility of the LoRa Communication Protocol in the Railway Electromagnetic Environment

Autor: Thomas Vantrovs, Norbert Becuwe, Artur Nogueira De Sao Jose, Christophe Gransart, Quentin Rivette, A. Boe, Florent Valenti, Virginie Deniau, Olivier Vlamynck, Jonathan Villain, Eric Pierre Simon

Publikováno v: URSI GASS 2021, XXXIV General Assembly and Scientific Symposium (GASS) of the International Union of Radio Science (URSI)
URSI GASS 2021, XXXIV General Assembly and Scientific Symposium (GASS) of the International Union of Radio Science (URSI), Aug 2021, Rome, Italy. 4p

URSI GASS 2021, XXXIV General Assembly and Scientific Symposium (GASS) of the International Union of Radio Science (URSI), Rome, ITALIE, 28-/08/2021 - 04/09/2021; International audience; In the context of the digital transformation of railway transpo

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::cba4c69e18a3c1b49bf5821c81b494f7
https://hal.archives-ouvertes.fr/hal-03265936

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Detection of cyber-attacks on Wi-Fi networks by classification of spectral data

Autor: Jonathan Villain, Eric Pierre Simon, Anthony Fleury, Christophe Gransart, Virginie Deniau

Publikováno v: 33rd General Assembly and Scientific Symposium of the International-Union-of-Radio-Science
33rd General Assembly and Scientific Symposium of the International-Union-of-Radio-Science, Aug 2020, Rome, Italy. paper E12-04, 3 p., ⟨10.23919/URSIGASS49373.2020.9232196⟩

International audience; In many areas, communications or computer networks include both wired and wireless sections. In this research, we are interested in the wireless network sections. This part of the networks can targeted by denial of service att

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::a876fab277b30fc9e15a49cc41ff3747
https://doi.org/10.23919/ursigass49373.2020.9232196

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Online EM Monitoring of 802.11n Networks using Self Adaptive Kernel Machine

Autor: Jonathan Villain, Eric Pierre Simon, Virginie Deniau, Christophe Gransart, Anthony Fleury

Publikováno v: ICMLA

In this work, we evaluated the performances of an adaptive and online clustering algorithm (Self-Adaptive Kernel Machine - SAKM) adjusted for the automatic and online recognition of attacks on wi-fi communication (802.11n protocol). The results prese

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::ee584fb651946728d1bf559fa8fef7d6
https://doi.org/10.1109/icmla.2019.00189

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