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

Información del proyecto

RadioSpin

Identificador del acuerdo de subvención: 101017098

DOI

10.3030/101017098

Fecha de la firma de la CE 1 Diciembre 2020

Fecha de inicio 1 Enero 2021

Fecha de finalización 31 Octubre 2026

Financiado con arreglo a

• EXCELLENT SCIENCE - Future and Emerging Technologies (FET)

Coste total

€ 3 872 942,83

Aportación de la UE

€ 3 872 942,50

Coordinado por

UNIVERSITE DE BORDEAUX
France

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

Resultado final

Documents, reports (7)

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

Multiple-tiles demonstrator electrically validated

Report on the electric validation of the multiple-tiles demonstrator.

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.

Publicaciones

Peer reviewed articles (12)

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

Autores: Maksim Stebliy, Alex Jenkins, Luana Benetti, Elvira Paz, Ricardo Ferreira
Publicado en: Advanced Functional Materials, Edición 34, 2025, ISSN 1616-301X
Editor: John Wiley & Sons Ltd.
DOI: 10.1002/adfm.202405776

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

Autores: Bilal Khalid; Banafsheh Khalesi; Navid Ghavami; Lorenzo Sani; Alessandro Vispa; Mario Badia; Sandra Dudley; Mohammad Ghavami; Gianluigi Tiberi
Publicado en: IEEE Access, Vol 10, Pp 106770-106780 (2022), Edición 4, 2022, ISSN 2169-3536
Editor: 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

Autores: 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
Publicado en: Diagnostics, Vol 13, Iss 12, p 2100 (2023), Edición 1, 2023, ISSN 2075-4418
Editor: MDPI
DOI: 10.3390/diagnostics13122100

Convolutional neural networks with radio-frequency spintronic nano-devices

Autores: Nathan Leroux; Arnaud De Riz; Dedalo Sanz-Hernandez; Danijela Markovic; Alice Mizrahi; Julie Grollier
Publicado en: Electronics, Edición 1, 2022, ISSN 2079-9292
Editor: MDPI
DOI: 10.1088/2634-4386/ac77b2

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

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

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

Autores: Alejandro Schulman, Elvira Paz, Tim Böhnert, Alex Steven Jenkins, Ricardo Ferreira
Publicado en: Advanced Functional Materials, 2023, ISSN 1616-3028
Editor: Wiley
DOI: 10.1002/adfm.202305238

Multilayer spintronic neural networks with radiofrequency connections

Autores: 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
Publicado en: "Nature Nanotechnology, 2023, ⟨10.1038/s41565-023-01452-w⟩", Edición 2, 2023, ISSN 1748-3395
Editor: Nature
DOI: 10.1038/s41565-023-01452-w

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

Autores: 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
Publicado en: Biomedical Signal Processing and Control, Edición 100, 2025, Página(s) 107143, ISSN 1746-8094
Editor: Elsevier BV
DOI: 10.1016/j.bspc.2024.107143

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

Autores: Banafsheh Khalesi; Bilal Khalid; Navid Ghavami; Giovanni Raspa; Mohammad Ghavami; Sandra Dudley-McEvoy; Gianluigi Tiberi
Publicado en: Convolutional neural networks with radio-frequency spintronic nano-devices, Edición 1, 2022, ISSN 2634-4386
Editor: IOP Publishing Ltd
DOI: 10.3390/electronics11132105

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

Autores: Leandro Martins, Alex S. Jenkins, Lara San Emeterio Alvarez, Jérôme Borme, Tim Böhnert, João Ventura, Paulo P. Freitas & Ricardo Ferreira
Publicado en: Scientific Reports, Edición 11, 2021, Página(s) 16094, ISSN 2045-2322
Editor: 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

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

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

Autores: Erwan Plouet, Dédalo Sanz-Hernández, Aymeric Vecchiola, Julie Grollier, Frank Mizrahi
Publicado en: Physical Review Applied, Edición 23, 2025, ISSN 2331-7019
Editor: American Physical Society (APS)
DOI: 10.1103/physrevapplied.23.034051