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CORDIS - Risultati della ricerca dell’UE
CORDIS

Metaplastic Spintronics Synapses

CORDIS fornisce collegamenti ai risultati finali pubblici e alle pubblicazioni dei progetti ORIZZONTE.

I link ai risultati e alle pubblicazioni dei progetti del 7° PQ, così come i link ad alcuni tipi di risultati specifici come dataset e software, sono recuperati dinamicamente da .OpenAIRE .

Risultati finali

Website, project logo, social media and IT-based tools established (si apre in una nuova finestra)

Website and project logo information with also social media links. A private file-sharing space will be created for internal communication and document exchange.

AF nanodevices with local ionic gates fabricated (si apre in una nuova finestra)

Devices comprising a magnetic nanowire (100nm - 1μm width) and/or a reservoir for domain nucleation, a local MI gate and an electrical detection point (Hall cross, AF-magnetoresistance) will be designed and fabricated with AF materials [UPSaclay,CEITEC, CNR]. Two designs based on domain nucleation and depinning/propagation, respectively, will be fabricated. Artificial nucleation points will be introduced by local He+ ion irradiation [Spin-Ion].

Fair recruitment report (si apre in una nuova finestra)

Description of the fair recruitment strategy used to to avoid ethnicity/gender bias.

Plan for Dissemination and Exploitation Including Communication Activities (si apre in una nuova finestra)

Dissemination within the scientific community will be done by high impact open access journal publications and presentations at international conferences. A special project workshop on new spintronics technologies for neuromorphic computing will be organised at M36 within the Capocaccia workshop, one of the two main neuromorphic workshops in the world, organized by the consortium member UZH. The project website and social network accounts will be a platform for dissemination to the scientific community and the general public. A special focus will be given to the visibility of our female participants. The consortium agreement will define the rules for protection and exploitation of our IP. The filing of patents and the creation of a start-up company will be strongly encouraged [UPSaclay, all]. An exploitation plan beyond the lifetime of the project will be drawn by the Technology Board [HawAI.tech].

MI control of SOT efficiency in FM devices (si apre in una nuova finestra)

Ion intercalation at a FM/heavy metal interface will be used to regulate SOT efficiency. Ionic modulation of the DMI will be evaluated and used to modify the DW structure (Néel/Bloch) and their motion induced by spin currents. The degree of oxidation at the FM/oxide interface will be identified and used to modulate PMA and, in turn, DW pinning strength and velocity [CNR, UPSaclay]. These strategies will be also used to control current-driven domain nucleation in monodomain structures assisted by ion irradiation and a magnetic field [Spin-Ion].

FM nanodevices with local ionic gates fabricated (si apre in una nuova finestra)

Devices comprising a magnetic nanowire (100nm - 1μm width) and/or a reservoir for domain nucleation, a local MI gate and an electrical detection point (Hall cross, AF-magnetoresistance) will be designed and fabricated with FM materials [UPSaclay,CEITEC, CNR]. Two designs based on domain nucleation and depinning/propagation, respectively, will be fabricated. Artificial nucleation points will be introduced by local He+ ion irradiation [Spin-Ion].

AF/oxide1/oxide2 multilayers grown (si apre in una nuova finestra)

AF materials such as FeRh, PtMn, and NiO will be sputter-grown on MgO and other substrates [CEITEC]. SAFs and metamagnetic multilayer systems such as (Pd/Co)n/Ru/(Pd/Co)n will also be produced [CEITEC, Singulus]. These materials will be in-situ covered with oxide 1, with high ion mobility and grown by sputtering or ALD such as HfO2 and GdOx [Singulus, CNR, CEITEC]. Oxide 2, with high dielectric constant and insulating properties will be grown ex-situ by ALD on oxide 1. Oxide 2 materials: HfO2, HfO2: Al, TiO2 and Al2O3 [CNR, UPSaclay].

FM/oxide1/oxide2 multilayers grown (si apre in una nuova finestra)

FM ultra-thin films (0.4 to 1nm thick) such as archetypical CoFeB and Co will be grown by magnetron sputtering on a variety of buffer layers with high spin-orbit coupling like Ta, Pt and W [Singulus]. Thicker elemental ferromagnetic layers (Fe, Co) (1-few nm thick) will be e-beam evaporated in direct contact with oxides (from T1.2) [CNR]. These materials will be in-situ covered with oxide 1, with high ion mobility and grown by sputtering or ALD such as HfO2 and GdOx [Singulus, CNR, CEITEC]. Oxide 2, with high dielectric constant and insulating properties will be grown ex-situ by ALD on oxide 1. Oxide 2 materials: HfO2, HfO2: Al, TiO2 and Al2O3 [CNR, UPSaclay].

MI stacks with enhanced ionic mobility (si apre in una nuova finestra)

Strategies to enhance ion mobility and to better adapt to the needs of WP2, 3 and 4 [UZH, FZJ] will be tested in stacks containing only oxide 1. These include interface intermixing by light ion irradiation (He+), the creation of artificial ion channels by ion bombardment (He+, Ga+, Xe+) and the implantation of ions at different energies (H+, O, N) selectively into the oxide, magnetic and HM layers [Spin-Ion]. In this case oxide 2 will be deposited after this process is completed [CNR, UPSaclay]. The role of grain boundaries as ionic channels will be addressed as a function of the crystallite size which will be controlled through the crystallisation conditions (temperature, O2 pressure, irradiation, etc.) [Singulus, Spin-Ion].

Metaplastic synaptic behaviour operational in FM devices (si apre in una nuova finestra)

The dependence of the switching probability on the MI state of the gate will be evaluated for each of the proposed schemes [UPSaclay, CEITEC]. The device design will be adapted based on the most performing dependences used in metaplastic algorithms and based on biological neural models [UPSaclay, FZJ, UZH, HawAI.tech]. We will explore wire width variations to induce DW velocity gradients and the patterning of DW traps and lateral anisotropy gradients introduced by ion irradiation below the gate [UPSaclay, CEITEC, Spin-Ion].

Consortium agreement (si apre in una nuova finestra)

A consortium agreement will be established, based on successful models in our previous projects, that will deal with joint discoveries between consortium partners at different institutions. The agreement will define the rules for protection and exploitation of our IP.

Pubblicazioni

Bayesian Metaplasticity from Synaptic Uncertainty

Autori: Bonnet, Djohan; Hirtzlin, Tifenn; Januel, Tarcisius; Dalgaty, Thomas; Querlioz, Damien; Vianello, Elisa
Pubblicato in: NeurIPS, MLNCP workshop, 2023, 2023
Editore: Open Review

Synaptic metaplasticity with multi-level memristive devices (si apre in una nuova finestra)

Autori: S. D’Agostino; F. Moro; T. Hirtzlin; J. Arcamone; N. Castellani; D. Querlioz; M. Payvand; E. Vianello
Pubblicato in: 2023 IEEE 5th International Conference on Artificial Intelligence Circuits and Systems (AICAS), 2023, ISSN 2473-2001
Editore: IEEE
DOI: 10.48550/arxiv.2306.12142

Non-oxidative mechanism in oxygen-based magneto-ionics. (si apre in una nuova finestra)

Autori: T. Bhatnagar-Schoeffmann, P. Schoeffmann, A. Resta, A. Lamperti, G. Bernard, A. Kovacs, L. Largeau, A. Durnez, A. Harouri, X. Laffosse, D. Ourdani, M.-A. Syskaki, Y. Roussigné, S. Ono, R. E. Dunin-Borkowski, J. Langer, D. Ravelosona, M. Belmeguenai, A. So
Pubblicato in: Advanced Material Interfaces, 2024, ISSN 2196-7350
Editore: Wiley - VCH
DOI: 10.1002/admi.202300955

Unidirectional propagation of zero-momentum magnons (si apre in una nuova finestra)

Autori: Ondřej Wojewoda, Jakub Holobrádek, Dominik Pavelka, Ekaterina Pribytova, Jakub Krčma, Jan Klíma, Jaganandha Panda, Jan Michalička, Tomáš Lednický, Andrii V. Chumak, Michal Urbánek
Pubblicato in: Applied Physics Letters, Numero 125, 2024, ISSN 0003-6951
Editore: AIP Publishing
DOI: 10.1063/5.0218478

Continuous metaplastic training on brain signals (si apre in una nuova finestra)

Autori: Isabelle Aguilar, Thomas Bersani--Veroni, Luis Fernando Herbozo Contreras, Thomas Love, Armin Nikpour, Damien Querlioz, Omid Kavehei
Pubblicato in: npj Unconventional Computing, Numero 2, 2025, ISSN 3004-8672
Editore: Springer Science and Business Media LLC
DOI: 10.1038/S44335-025-00025-5

Exploring the full magneto-ionic oxidation spectrum in Pt/CoFeB/HfO2 (si apre in una nuova finestra)

Autori: I. Benguettat-El Mokhtari, R. Pachat, V. Porée, A. Lamperti, Y. Roussigné, M.-A. Syskaki, J. Wrona, G. Bernard, A. Cataldo, A. Resta, A. Nicolaou, S. Ono, S. M. Chérif, J. Langer, D. Ravelosona, M. Belmeguenai, A. Solignac, L. Herrera Diez
Pubblicato in: Applied Physics Letters, Numero 126, 2025, ISSN 0003-6951
Editore: AIP Publishing
DOI: 10.1063/5.0270206

Magneto-ionic Control of a Propagating Spin Reorientation Transition (si apre in una nuova finestra)

Autori: Guillaume Bernard, Xavier Lafosse, Claudia Tataru, Maria-Andromachi Syskaki, Alan Durnez, Frederic Mahut, Dafiné Ravelosona, Juergen Langer, Liza Herrera Diez
Pubblicato in: Nano Letters, 2025, ISSN 1530-6984
Editore: American Chemical Society (ACS)
DOI: 10.1021/ACS.NANOLETT.5C02735

Dynamic Control of Weight-Update Linearity in Magneto-Ionic Synapses (si apre in una nuova finestra)

Autori: Guillaume Bernard, Kellian Cottart, Maria-Andromachi Syskaki, Victor Porée, Andrea Resta, Alessandro Nicolaou, Alan Durnez, Shimpei Ono, Ariam Mora Hernandez, Juergen Langer, Damien Querlioz, Liza Herrera Diez
Pubblicato in: Nano Letters, 2025, ISSN 1530-6984
Editore: American Chemical Society (ACS)
DOI: 10.1021/acs.nanolett.4c05247

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