Nonlinear Magnons for Reservoir Computing in Reciprocal Space

Informazioni relative al progetto

NIMFEIA

ID dell’accordo di sovvenzione: 101070290

DOI

10.3030/101070290

Data della firma CE 23 Giugno 2022

Data di avvio 1 Ottobre 2022

Data di completamento 30 Settembre 2026

Finanziato da

• Digital, Industry and Space

Costo totale

€ 3 421 000,00

Contributo UE

€ 3 421 000,00

Coordinato da

HELMHOLTZ-ZENTRUM DRESDEN-ROSSENDORF EV
Germany

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

Documents, reports (13)

Report on the mode filtering technique implemented in micromagnetics code

A report on the mode filtering technique implemented in the micromagnetics code will be provided.

Data management plan 2

The second version of the data management plan will be provided.

Data management plan 1

The first version of the data management will be provided.

Report on implementation of the adaptive time integration method in machine learning simulations

A report on the implementation of the adaptive time integration method in machine learning simulations will be provided.

Report on soft metallic systems

A report on soft metallic systems will be provided.

Report on the nonlinear magnon population dynamics in vortex-based reservoirs

A report on the nonlinear magnon population dynamics in vortex-based reservoirs will be provided.

Dissemination and exploitation plan 1

The first update of the dissemination and exploitation plan will be provided.

Protocol on appointment of Executive Board

A protocol on the appointment of the Executive Board during the kick-off meeting will be provided.

Report on characterization of vortex-based magnon reservoirs

A report on characterization of vortex-based magnon reservoirs will be provided.

Report on microwave antennas

A report on microwave antennas facilitating scalability of the magnon reservoir will be provided.

Dissemination and exploitation plan 2

The second update of the dissemination and exploitation plan will be provided.

Report on data handling scripts

A report on data handling scripts to feed benchmark data sets into magnon reservoir simulations will be provided.

Report from the kick-off meeting

A repot from the kick-off meeting will be written.

Websites, patent fillings, videos etc. (1)

Project public launch

The website and social media platforms for NIMFEIA will be launched.

Pubblicazioni

Peer reviewed articles (31)

Modification of three-magnon splitting in a flexed magnetic vortex

Autori: L. Körber, C. Heins, I. Soldatov, R. Schäfer, A. Kákay, H. Schultheiss, K. Schultheiss
Pubblicato in: Applied Physics Letters, Numero 122, 2023, ISSN 1077-3118
Editore: American Institute of Physics
DOI: 10.48550/ARXIV.2211.08226

Magneto-ionic modulation of the interlayer exchange interaction in synthetic antiferromagnets

Autori: Maria-Andromachi Syskaki; Takaaki Dohi; Beatrice Bednarz; Sergei Olegovich Filnov; Sergey Alexeyevich Kasatikov; Mona Bhukta; Alevtina Smekhova; Rohit Pachat; Johannes Wilhelmus van der Jagt; Shimpei
Pubblicato in: Applied Physics Letters, Numero 124, 2024, ISSN 1077-3118
Editore: American Institute of Physics
DOI: 10.1063/5.0198750

Observation of a non-reciprocal skyrmion Hall effect of hybrid chiral skyrmion tubes in synthetic antiferromagnetic multilayers

Autori: Takaaki Dohi, Mona Bhukta, Fabian Kammerbauer, Venkata Krishna Bharadwaj, Ricardo Zarzuela, Aakanksha Sud, Maria-Andromachi Syskaki, Duc Minh Tran, Thibaud Denneulin, Sebastian Wintz, Markus Weigand,
Pubblicato in: Nature Communications, Numero 16, 2025, ISSN 2041-1723
Editore: Springer Science and Business Media LLC
DOI: 10.1038/S41467-025-63759-7

"Temperature-dependent study of the spin dynamics of coupled <mml:math xmlns:mml=""http://www.w3.org/1998/Math/MathML""><mml:mrow><mml:msub><mml:mi mathvariant=""normal"">Y</mml:mi><mml:mn>3</mml:mn></mml"

Autori: Felix Fuhrmann, Sven Becker, Akashdeep Akashdeep, Gerhard Jakob, Qianqian Lan, Nan Wang, Rafal E. Dunin-Borkowski, Romain Lebrun, Mathias Weiler, Mathias Kläui
Pubblicato in: Physical Review B, Numero 112, 2025, ISSN 2469-9950
Editore: American Physical Society (APS)
DOI: 10.1103/7D4Q-J8CL

Effects of Chiral Polypeptides on Skyrmion Stability and Dynamics

Autori: Yael Kapon, Fabian Kammerbauer, Theo Balland, Shira Yochelis, Mathias Kläui, Yossi Paltiel
Pubblicato in: Nano Letters, Numero 25, 2025, ISSN 1530-6984
Editore: American Chemical Society (ACS)
DOI: 10.1021/ACS.NANOLETT.4C05035

Nature Nanotechnology

Autori: Raphael Gruber; Jan Rothörl; Simon M. Fröhlich; Maarten A. Brems; Fabian Kammerbauer; Maria-Andromachi Syskaki; Elizabeth M. Jefremovas; Sachin Krishnia; Asle Sudbø; Peter Virnau; Mathias Kläui
Pubblicato in: Nature Nanotechnology, Numero 20, 2025, ISSN 1748-3387
Editore: Nature Publishing Group
DOI: 10.1038/S41565-025-01977-2

Nanosecond True-Random-Number Generation with Superparamagnetic Tunnel Junctions: Identification of Joule Heating and Spin-Transfer-Torque Effects

Autori: L. Schnitzspan, M. Kläui, Gerhard Jakob
Pubblicato in: Physical Review Applied, Numero 20, 2023, ISSN 2331-7019
Editore: American Physical Society
DOI: 10.48550/arxiv.2301.05694

Benchmarking a magnon-scattering reservoir with modal and temporal multiplexing

Autori: Christopher Heins; Joo-Von Kim; Lukas Körber; Jürgen Fassbender; Helmut Schultheiss; Katrin Schultheiss
Pubblicato in: Physical Review Applied, 2025, ISSN 2331-7019
Editore: American Physical Society
DOI: 10.48550/ARXIV.2502.02271

Constructing coarse-grained skyrmion potentials from experimental data with Iterative Boltzmann Inversion

Autori: Y. Ge, J. Rothörl, M. A. Brems, N. Kerber; R. Gruber, T. Dohi, M. Kläui, P. Virnau
Pubblicato in: Communications Physics, Numero 6, 2023, ISSN 2399-3650
Editore: Nature Portfolio
DOI: 10.48550/arxiv.2110.14333

Opportunities and challenges for spintronics

Autori: C. Adelmann, A. Jenkins, P. Pirro, K. Schultheiss, S. van Dijken, V. Kruglyak, P. Bortolotti
Pubblicato in: Europhysics News, Numero 54, 2023, ISSN 0531-7479
Editore: European Physical Society
DOI: 10.1051/epn/2023404

Selection rules for ultrafast laser excitation and detection of spin correlation dynamics in a cubic antiferromagnet

Autori: A. E. Fedianin, A. M. Kalashnikova, J. H. Mentink
Pubblicato in: Physical Review B, Numero 107, 2023, ISSN 2469-9950
Editore: American Physical Society
DOI: 10.48550/arxiv.2212.14698

Homochiral antiferromagnetic merons, antimerons and bimerons realized in synthetic antiferromagnets

Autori: M. Bhukta, T. Dohi, V. K. Bharadwaj, R. Zarzuela, M.-A. Syskaki, M. Foerster, M. Angel Niño, J. Sinova, R. Frömter, and M. Kläui
Pubblicato in: Nature Communications, Numero 15, 2024, ISSN 2041-1723
Editore: Nature Publishing Group
DOI: 10.48550/arXiv.2303.14853

Machine-learning-based detection of spin structures

Autori: I. Labrie-Boulay, T. Brian Winkler, D. Franzen, A. Romanova, H. Fangohr, M. Kläui
Pubblicato in: Physical Review Applied, Numero 21, 2024, ISSN 2331-7019
Editore: American Physical Society
DOI: 10.48550/arXiv.2303.16905

Coherent THz spin dynamics in antiferromagnets beyond the approximation of the Néel vector

Autori: F. Formisano, T. T. Gareev, D. I. Khusyainov, A. E. Fedianin, D. Afanasiev, R. V. Pisarev, A. M. Kalashnikova, J. H. Mentink, R. M. Dubrovin, P. P. Syrnikov, A. V. Kimel
Pubblicato in: APL Materials, Numero 12, 2024, ISSN 2166-532X
Editore: American Institute of Physics
DOI: 10.48550/arxiv.2303.06996

Time-dependent Schwinger boson mean-field theory of supermagnonic propagation in 2D antiferromagnets

Autori: M. D. Bouman, Johan H. Mentink
Pubblicato in: SciPost Physics, Numero 17, 2024, ISSN 2542-4653
Editore: Stichting SciPost
DOI: 10.21468/SCIPOSTPHYS.17.6.159

Mechanically Stable PMMA‐Based Large‐Area Nano‐Channels with Sub‐10 nm Depth

Autori: Min Liu; Tobias Reimer; Yongkang Wang; Mathias Kläui; Yaowen Xing; Xiahui Gui; Yijun Cao; Rüdiger Berger; Hai Wang; Mischa Bonn
Pubblicato in: Advanced Materials Technologies, Numero 10, 2024, ISSN 2365-709X
Editore: John Wiley & Sons
DOI: 10.25358/OPENSCIENCE-11279

Spontaneous and impulsive stimulated Raman scattering from two-magnon modes in a cubic antiferromagnet

Autori: Fedianin, A.; Fedianin, A.; Kalashnikova, Alexandra M.; Mentink, J.H.
Pubblicato in: Physical Review B, Numero 110, 2024, ISSN 2469-9950
Editore: American Physical Society
DOI: 10.48550/ARXIV.2407.15962

Tailoring Magnetic Properties and Suppressing Anisotropy in Permalloy Films by Deposition in a Rotating Magnetic Field

Autori: Lozhkina, Olga; Kammerbauer, Fabian; Syskaki, Maria-Andromachi; Puthirath Balan, Aravind; Krautscheid, Pascal; Khanjani, Mehran Vafaee; Kubik, Jan; O’Brien, Stephen; Reeve, Robert M.; Jakob, Gerhard
Pubblicato in: Physical Review Applied, Numero 20, 2023, ISSN 2331-7019
Editore: American Physical Society
DOI: 10.1103/PHYSREVAPPLIED.20.014021

The role of magnetic dipolar interactions in skyrmion lattices

Autori: Jefremovas, Elizabeth M.; Leutner, Kilian; Fischer, Miriam G.; Marqués-Marchán, Jorge; Winkler, Thomas B.; Asenjo, Agustina; Sinova, Jairo; Frömter, Robert; Kläui, Mathias
Pubblicato in: Newton, Numero 1, 2025, ISSN 2950-6360
Editore: Cell Press
DOI: 10.48550/ARXIV.2407.00539

Realizing Quantitative Quasiparticle Modeling of Skyrmion Dynamics in Arbitrary Potentials

Autori: Maarten A. Brems; Tobias Sparmann; Simon M. Fröhlich; Leonie-C. Dany; Jan Rothörl; Fabian Kammerbauer; Elizabeth M. Jefremovas; Oded Farago; Mathias Kläui; Peter Virnau
Pubblicato in: Physical Review Letters, Numero 134, 2025, ISSN 1079-7114
Editore: American Physical Society
DOI: 10.48550/ARXIV.2502.03541

Noise-based local learning using stochastic magnetic tunnel junctions

Autori: Kees Koenders; Leo Schnitzpan; Fabian Kammerbauer; Sinan Shu; Gerhard Jakob; Mathias Kläui; Johan H. Mentink; Nasir Ahmad; Marcel van Gerven
Pubblicato in: Physical Review Applied, Numero 23, 2025, ISSN 2331-7019
Editore: American Physical Society
DOI: 10.48550/ARXIV.2412.12783

Pattern recognition in reciprocal space with a magnon-scattering reservoir

Autori: L. Körber, C. Heins, T. Hula, J.-V. Kim, S. Thlang, H. Schultheiss, J. Fassbender, K. Schultheiss
Pubblicato in: Nature Communications, Numero 14, 2023, ISSN 2041-1723
Editore: Nature Publishing Group
DOI: 10.48550/arXiv.2211.02328

Electronic transparency of internal interfaces in metallic nanostructures comprising light, heavy and ferromagnetic metals measured by terahertz spectroscopy

Autori: Beermann, Nicolas; Fabretti, Savio; Hafez, Hassan A.; Syskaki, Maria-Andromachi; Kononenko, Iryna; Jakob, Gerhard; Kläeui, Mathias; Turchinovich, Dmitry
Pubblicato in: Nanophotonics, Numero 13, 2024, ISSN 2192-8614
Editore: Science Wise Publishing, The Netherlands
DOI: 10.25358/OPENSCIENCE-10556

Gesture recognition with Brownian reservoir computing using geometrically confined skyrmion dynamics

Autori: Grischa Beneke, Thomas Brian Winkler, Klaus Raab, Maarten A. Brems, Fabian Kammerbauer, Pascal Gerhards, Klaus Knobloch, Sachin Krishnia, Johan H. Mentink, Mathias Kläui
Pubblicato in: Nature Communications, Numero 15, 2024, ISSN 2041-1723
Editore: Springer Science and Business Media LLC
DOI: 10.1038/S41467-024-52345-Y

Pushing the boundary of quantum advantage in hard combinatorial optimization with probabilistic computers

Autori: Shuvro Chowdhury, Navid Anjum Aadit, Andrea Grimaldi, Eleonora Raimondo, Atharva Raut, P. Aaron Lott, Johan H. Mentink, Marek M. Rams, Federico Ricci-Tersenghi, Massimo Chiappini, Luke S. Theogarajan,
Pubblicato in: Nature Communications, Numero 16, 2025, ISSN 2041-1723
Editore: Springer Science and Business Media LLC
DOI: 10.1038/S41467-025-64235-Y

Brownian reservoir computing realized using geometrically confined skyrmion dynamics

Autori: K. Raab, M. A. Brems, G. Beneke, T. Dohi, J. Rothörl, F. Kammerbauer, J. H. Mentink, M. Kläui
Pubblicato in: Nature Communications, Numero 13, 2022, ISSN 2041-1723
Editore: Nature Publishing Group
DOI: 10.48550/arxiv.2203.14720

Perspective on unconventional computing using magnetic skyrmions

Autori: O. Lee, R. Msiska, M. A. Brems, M. Kläui, H. Kurebayashi, K. Everschor-Sitte
Pubblicato in: Applied Physics Letters, Numero 122, 2023, ISSN 1077-3118
Editore: American Institute of Physics
DOI: 10.48550/arxiv.2303.00708

The 2024 magnonics roadmap

Autori: Benedetta Flebus, Dirk Grundler, Bivas Rana, YoshiChika Otani, Igor Barsukov, Anjan Barman, Gianluca Gubbiotti, Pedro Landeros, Johan Akerman, Ursula Ebels, Philipp Pirro, Vladislav E Demidov, Katrin
Pubblicato in: Journal of Physics: Condensed Matter, Numero 36, 2024, ISSN 0953-8984
Editore: IOP Publishing
DOI: 10.1088/1361-648X/AD399C

Coarse-graining collective skyrmion dynamics in confined geometries

Autori: T. B. Winkler, J. Rothörl, M. A. Brems, G. Beneke, H. Fangohr, and M. Kläui
Pubblicato in: Applied Physics Letters, Numero 124, 2024, ISSN 1077-3118
Editore: American Institute of Physics
DOI: 10.48550/ARXIV.2303.16472

Electrical coupling of superparamagnetic tunnel junctions mediated by spin-transfer-torques

Autori: L. Schnitzspan, M. Kläui, G. Jakob
Pubblicato in: Applied Physics Letters, Numero 123, 2023, ISSN 1077-3118
Editore: American Institute of Physics
DOI: 10.48550/ARXIV.2307.15165

Harnessing orbital Hall effect in spin-orbit torque MRAM

Autori: Rahul Gupta, Chloé Bouard, Fabian Kammerbauer, J. Omar Ledesma-Martin, Arnab Bose, Iryna Kononenko, Sylvain Martin, Perrine Usé, Gerhard Jakob, Marc Drouard, Mathias Kläui
Pubblicato in: Nature Communications, Numero 16, 2025, ISSN 2041-1723
Editore: Springer Science and Business Media LLC
DOI: 10.1038/S41467-024-55437-X