DEEP OSCILLATORY NEURAL NETWORKS COMPUTING AND LEARNING THROUGH THE DYNAMICS OF RF NEURONS INTERCONNECTED BY RF SPINTRONIC SYNAPSES

Informations projet

RadioSpin

N° de convention de subvention: 101017098

DOI

10.3030/101017098

Date de signature de la CE 1 Decembre 2020

Date de début 1 Janvier 2021

Date de fin 31 Octobre 2026

Financé au titre de

• EXCELLENT SCIENCE - Future and Emerging Technologies (FET)

Coût total

€ 3 872 942,83

Contribution de l’UE

€ 3 872 942,50

Coordonné par

UNIVERSITE DE BORDEAUX
France

CORDIS fournit des liens vers les livrables publics et les publications des projets HORIZON.

Les liens vers les livrables et les publications des projets du 7e PC, ainsi que les liens vers certains types de résultats spécifiques tels que les jeux de données et les logiciels, sont récupérés dynamiquement sur OpenAIRE .

Livrables

Documents, reports (6)

Simulation and benchmark of large scale RadioSpin technology for microwave mammography of patients and for RF fingerprinting of IoT devices

Report on the simulation and benchmarking of of large scale RadioSpin technology for microwave mammography of patients and for RF fingerprinting of IoT devices.

RF fingerprinting database

Public report on the RadioSpin RF fingerprinting database

Mid-term report on dissemination and communication activities

Public interims report on all dissemination and communication activities performed by RadioSpin during the first two years, incl. details on selected stakeholders for engagement and inter-project communication.

RadioSpin online presence and visual identity kit

Public report on the RadioSpin online presence incl website and social media and the projects visual ID to be used during the project incl project logo visual design materials etc available at the start of the project

Protocol for the clinical tests

Protocol for the clinical tests. UBT will furthermore register the trial in the public portal ClinicalTrials.gov

Behavioural and physical model of synaptic devices

Report on behavioural and physical model of synaptic devices.

Open Research Data Pilot (2)

Initial Data Management Plan

First version of the project data management plan outlining the planned actions for preserving curating storing and sharing data openly where possible not IP protected

Final Data Management Plan

Final plan on Data Management, incl. curation, preservation, storing and public sharing of non-IP protected data.

Data sets, microdata, etc (1)

Database of RF fingerprinting on use case IoT devices

Database of RF fingerprinting on the use case of IoT devices.

Publications

Peer reviewed articles (12)

Non‐Volatile Analog Control and Reconfiguration of a Vortex Nano‐Oscillator Frequency

Auteurs: Maksim Stebliy, Alex Jenkins, Luana Benetti, Elvira Paz, Ricardo Ferreira
Publié dans: Advanced Functional Materials, Numéro 34, 2025, ISSN 1616-301X
Éditeur: John Wiley & Sons Ltd.
DOI: 10.1002/adfm.202405776

3D Huygens Principle Based Microwave Imaging Through MammoWave Device: Validation Through Phantoms

Auteurs: Bilal Khalid; Banafsheh Khalesi; Navid Ghavami; Lorenzo Sani; Alessandro Vispa; Mario Badia; Sandra Dudley; Mohammad Ghavami; Gianluigi Tiberi
Publié dans: IEEE Access, Vol 10, Pp 106770-106780 (2022), Numéro 4, 2022, ISSN 2169-3536
Éditeur: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2022.3211957

A Multicentric, Single Arm, Prospective, Stratified Clinical Investigation to Confirm MammoWave’s Ability in Breast Lesions Detection

Auteurs: Daniel Álvarez Sánchez-Bayuela; Navid Ghavami; Cristina Romero Castellano; Alessandra Bigotti; Mario Badia; Lorenzo Papini; Giovanni Raspa; Gianmarco Palomba; Mohammad Ghavami; Riccardo Loretoni; Massimo Calabrese; Alberto Tagliafico; Gianluigi Tiberi
Publié dans: Diagnostics, Vol 13, Iss 12, p 2100 (2023), Numéro 1, 2023, ISSN 2075-4418
Éditeur: MDPI
DOI: 10.3390/diagnostics13122100

Convolutional neural networks with radio-frequency spintronic nano-devices

Auteurs: Nathan Leroux; Arnaud De Riz; Dedalo Sanz-Hernandez; Danijela Markovic; Alice Mizrahi; Julie Grollier
Publié dans: Electronics, Numéro 1, 2022, ISSN 2079-9292
Éditeur: MDPI
DOI: 10.1088/2634-4386/ac77b2

Second harmonic injection locking of coupled spin torque vortex oscillators with an individual phase access

Auteurs: Leandro Martins, Alex S. Jenkins, Jérôme Borme, João Ventura, Paulo P. Freitas & Ricardo Ferreira
Publié dans: Communications Physics, 2023, ISSN 2399-3650
Éditeur: Nature
DOI: 10.1038/s42005-023-01200-5

Exploring Multifunctionality in MgO-Based Magnetic Tunnel Junctions with Coexisting Magnetoresistance and Memristive Properties

Auteurs: Alejandro Schulman, Elvira Paz, Tim Böhnert, Alex Steven Jenkins, Ricardo Ferreira
Publié dans: Advanced Functional Materials, 2023, ISSN 1616-3028
Éditeur: Wiley
DOI: 10.1002/adfm.202305238

Multilayer spintronic neural networks with radiofrequency connections

Auteurs: Andrew Ross; Nathan Leroux; Arnaud De Riz; Danijela Marković; Dédalo Sanz-Hernández; Juan Trastoy; Paolo Bortolotti; Damien Querlioz; Leandro Martins; Luana Benetti; Marcel S. Claro; Pedro Anacleto; Alejandro Schulman; Thierry Taris; Jean-Baptiste Begueret; Sylvain Saïghi; Alex S. Jenkins; Ricardo Ferreira; Adrien F. Vincent; Frank Alice Mizrahi; Julie Grollier
Publié dans: "Nature Nanotechnology, 2023, ⟨10.1038/s41565-023-01452-w⟩", Numéro 2, 2023, ISSN 1748-3395
Éditeur: Nature
DOI: 10.1038/s41565-023-01452-w

AI-based hierarchical approach for optimizing breast cancer detection using MammoWave device

Auteurs: Mehran Taghipour-Gorjikolaie, Navid Ghavami, Lorenzo Papini, Mario Badia, Arianna Fracassini, Alessandra Bigotti, Gianmarco Palomba, Daniel Álvarez Sánchez-Bayuela, Cristina Romero Castellano, Riccardo Loretoni, Massimo Calabrese, Alberto Stefano Tagliafico, Mohammad Ghavami, Gianluigi Tiberi
Publié dans: Biomedical Signal Processing and Control, Numéro 100, 2025, Page(s) 107143, ISSN 1746-8094
Éditeur: Elsevier BV
DOI: 10.1016/j.bspc.2024.107143

A Microwave Imaging Procedure for Lung Lesion Detection: Preliminary Results on Multilayer Phantoms

Auteurs: Banafsheh Khalesi; Bilal Khalid; Navid Ghavami; Giovanni Raspa; Mohammad Ghavami; Sandra Dudley-McEvoy; Gianluigi Tiberi
Publié dans: Convolutional neural networks with radio-frequency spintronic nano-devices, Numéro 1, 2022, ISSN 2634-4386
Éditeur: IOP Publishing Ltd
DOI: 10.3390/electronics11132105

Non-volatile artificial synapse based on a vortex nano-oscillator

Auteurs: Leandro Martins, Alex S. Jenkins, Lara San Emeterio Alvarez, Jérôme Borme, Tim Böhnert, João Ventura, Paulo P. Freitas & Ricardo Ferreira
Publié dans: Scientific Reports, Numéro 11, 2021, Page(s) 16094, ISSN 2045-2322
Éditeur: Nature Publishing Group
DOI: 10.1038/s41598-021-95569-4

The impact of local pinning sites in magnetic tunnel junctions with non-homogeneous free layers

Auteurs: Alex. S. Jenkins; Leandro Martins; Luana C. Benetti; Alejandro Schulman; Pedro Anacleto; Marcel S. Claro; Ihsan Caha; Francis Leonard Deepak; Elvira Paz; Ricardo Ferreira
Publié dans: Communications Materials, Numéro 5, 2024, ISSN 2662-4443
Éditeur: Nature
DOI: 10.1038/s43246-023-00423-x

Training a multilayer dynamical spintronic network with standard machine-learning tools to perform time-series classification

Auteurs: Erwan Plouet, Dédalo Sanz-Hernández, Aymeric Vecchiola, Julie Grollier, Frank Mizrahi
Publié dans: Physical Review Applied, Numéro 23, 2025, ISSN 2331-7019
Éditeur: American Physical Society (APS)
DOI: 10.1103/physrevapplied.23.034051