Nonlinear Magnons for Reservoir Computing in Reciprocal Space

Project Information

NIMFEIA

Grant agreement ID: 101070290

DOI

10.3030/101070290

EC signature date 23 June 2022

Start date 1 October 2022

End date 30 September 2026

Funded under

• Digital, Industry and Space

Total cost

€ 3 421 000,00

EU contribution

€ 3 421 000,00

Coordinated by

HELMHOLTZ-ZENTRUM DRESDEN-ROSSENDORF EV
Germany

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Deliverables

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.

Publications

Peer reviewed articles (31)

Modification of three-magnon splitting in a flexed magnetic vortex

Author(s): L. Körber, C. Heins, I. Soldatov, R. Schäfer, A. Kákay, H. Schultheiss, K. Schultheiss
Published in: Applied Physics Letters, Issue 122, 2023, ISSN 1077-3118
Publisher: American Institute of Physics
DOI: 10.48550/ARXIV.2211.08226

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

Author(s): 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
Published in: Applied Physics Letters, Issue 124, 2024, ISSN 1077-3118
Publisher: 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

Author(s): 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,
Published in: Nature Communications, Issue 16, 2025, ISSN 2041-1723
Publisher: 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"

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

Effects of Chiral Polypeptides on Skyrmion Stability and Dynamics

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

Nature Nanotechnology

Author(s): 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
Published in: Nature Nanotechnology, Issue 20, 2025, ISSN 1748-3387
Publisher: 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

Author(s): L. Schnitzspan, M. Kläui, Gerhard Jakob
Published in: Physical Review Applied, Issue 20, 2023, ISSN 2331-7019
Publisher: American Physical Society
DOI: 10.48550/arxiv.2301.05694

Benchmarking a magnon-scattering reservoir with modal and temporal multiplexing

Author(s): Christopher Heins; Joo-Von Kim; Lukas Körber; Jürgen Fassbender; Helmut Schultheiss; Katrin Schultheiss
Published in: Physical Review Applied, 2025, ISSN 2331-7019
Publisher: American Physical Society
DOI: 10.48550/ARXIV.2502.02271

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

Author(s): Y. Ge, J. Rothörl, M. A. Brems, N. Kerber; R. Gruber, T. Dohi, M. Kläui, P. Virnau
Published in: Communications Physics, Issue 6, 2023, ISSN 2399-3650
Publisher: Nature Portfolio
DOI: 10.48550/arxiv.2110.14333

Opportunities and challenges for spintronics

Author(s): C. Adelmann, A. Jenkins, P. Pirro, K. Schultheiss, S. van Dijken, V. Kruglyak, P. Bortolotti
Published in: Europhysics News, Issue 54, 2023, ISSN 0531-7479
Publisher: European Physical Society
DOI: 10.1051/epn/2023404

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

Author(s): A. E. Fedianin, A. M. Kalashnikova, J. H. Mentink
Published in: Physical Review B, Issue 107, 2023, ISSN 2469-9950
Publisher: American Physical Society
DOI: 10.48550/arxiv.2212.14698

Homochiral antiferromagnetic merons, antimerons and bimerons realized in synthetic antiferromagnets

Author(s): M. Bhukta, T. Dohi, V. K. Bharadwaj, R. Zarzuela, M.-A. Syskaki, M. Foerster, M. Angel Niño, J. Sinova, R. Frömter, and M. Kläui
Published in: Nature Communications, Issue 15, 2024, ISSN 2041-1723
Publisher: Nature Publishing Group
DOI: 10.48550/arXiv.2303.14853

Machine-learning-based detection of spin structures

Author(s): I. Labrie-Boulay, T. Brian Winkler, D. Franzen, A. Romanova, H. Fangohr, M. Kläui
Published in: Physical Review Applied, Issue 21, 2024, ISSN 2331-7019
Publisher: American Physical Society
DOI: 10.48550/arXiv.2303.16905

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

Author(s): 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
Published in: APL Materials, Issue 12, 2024, ISSN 2166-532X
Publisher: American Institute of Physics
DOI: 10.48550/arxiv.2303.06996

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

Author(s): M. D. Bouman, Johan H. Mentink
Published in: SciPost Physics, Issue 17, 2024, ISSN 2542-4653
Publisher: Stichting SciPost
DOI: 10.21468/SCIPOSTPHYS.17.6.159

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

Author(s): Min Liu; Tobias Reimer; Yongkang Wang; Mathias Kläui; Yaowen Xing; Xiahui Gui; Yijun Cao; Rüdiger Berger; Hai Wang; Mischa Bonn
Published in: Advanced Materials Technologies, Issue 10, 2024, ISSN 2365-709X
Publisher: John Wiley & Sons
DOI: 10.25358/OPENSCIENCE-11279

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

Author(s): Fedianin, A.; Fedianin, A.; Kalashnikova, Alexandra M.; Mentink, J.H.
Published in: Physical Review B, Issue 110, 2024, ISSN 2469-9950
Publisher: 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

Author(s): 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
Published in: Physical Review Applied, Issue 20, 2023, ISSN 2331-7019
Publisher: American Physical Society
DOI: 10.1103/PHYSREVAPPLIED.20.014021

The role of magnetic dipolar interactions in skyrmion lattices

Author(s): Jefremovas, Elizabeth M.; Leutner, Kilian; Fischer, Miriam G.; Marqués-Marchán, Jorge; Winkler, Thomas B.; Asenjo, Agustina; Sinova, Jairo; Frömter, Robert; Kläui, Mathias
Published in: Newton, Issue 1, 2025, ISSN 2950-6360
Publisher: Cell Press
DOI: 10.48550/ARXIV.2407.00539

Realizing Quantitative Quasiparticle Modeling of Skyrmion Dynamics in Arbitrary Potentials

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

Noise-based local learning using stochastic magnetic tunnel junctions

Author(s): Kees Koenders; Leo Schnitzpan; Fabian Kammerbauer; Sinan Shu; Gerhard Jakob; Mathias Kläui; Johan H. Mentink; Nasir Ahmad; Marcel van Gerven
Published in: Physical Review Applied, Issue 23, 2025, ISSN 2331-7019
Publisher: American Physical Society
DOI: 10.48550/ARXIV.2412.12783

Pattern recognition in reciprocal space with a magnon-scattering reservoir

Author(s): L. Körber, C. Heins, T. Hula, J.-V. Kim, S. Thlang, H. Schultheiss, J. Fassbender, K. Schultheiss
Published in: Nature Communications, Issue 14, 2023, ISSN 2041-1723
Publisher: 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

Author(s): Beermann, Nicolas; Fabretti, Savio; Hafez, Hassan A.; Syskaki, Maria-Andromachi; Kononenko, Iryna; Jakob, Gerhard; Kläeui, Mathias; Turchinovich, Dmitry
Published in: Nanophotonics, Issue 13, 2024, ISSN 2192-8614
Publisher: Science Wise Publishing, The Netherlands
DOI: 10.25358/OPENSCIENCE-10556

Gesture recognition with Brownian reservoir computing using geometrically confined skyrmion dynamics

Author(s): Grischa Beneke, Thomas Brian Winkler, Klaus Raab, Maarten A. Brems, Fabian Kammerbauer, Pascal Gerhards, Klaus Knobloch, Sachin Krishnia, Johan H. Mentink, Mathias Kläui
Published in: Nature Communications, Issue 15, 2024, ISSN 2041-1723
Publisher: 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

Author(s): 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,
Published in: Nature Communications, Issue 16, 2025, ISSN 2041-1723
Publisher: Springer Science and Business Media LLC
DOI: 10.1038/S41467-025-64235-Y

Brownian reservoir computing realized using geometrically confined skyrmion dynamics

Author(s): K. Raab, M. A. Brems, G. Beneke, T. Dohi, J. Rothörl, F. Kammerbauer, J. H. Mentink, M. Kläui
Published in: Nature Communications, Issue 13, 2022, ISSN 2041-1723
Publisher: Nature Publishing Group
DOI: 10.48550/arxiv.2203.14720

Perspective on unconventional computing using magnetic skyrmions

Author(s): O. Lee, R. Msiska, M. A. Brems, M. Kläui, H. Kurebayashi, K. Everschor-Sitte
Published in: Applied Physics Letters, Issue 122, 2023, ISSN 1077-3118
Publisher: American Institute of Physics
DOI: 10.48550/arxiv.2303.00708

The 2024 magnonics roadmap

Author(s): 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
Published in: Journal of Physics: Condensed Matter, Issue 36, 2024, ISSN 0953-8984
Publisher: IOP Publishing
DOI: 10.1088/1361-648X/AD399C

Coarse-graining collective skyrmion dynamics in confined geometries

Author(s): T. B. Winkler, J. Rothörl, M. A. Brems, G. Beneke, H. Fangohr, and M. Kläui
Published in: Applied Physics Letters, Issue 124, 2024, ISSN 1077-3118
Publisher: American Institute of Physics
DOI: 10.48550/ARXIV.2303.16472

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

Author(s): L. Schnitzspan, M. Kläui, G. Jakob
Published in: Applied Physics Letters, Issue 123, 2023, ISSN 1077-3118
Publisher: American Institute of Physics
DOI: 10.48550/ARXIV.2307.15165

Harnessing orbital Hall effect in spin-orbit torque MRAM

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