Evidence map›Paper›PMID 38097654›Full record

ArticleNature communications2023

On-chip phonon-magnon reservoir for neuromorphic computing.

Dmytro D Yaremkevich, Alexey V Scherbakov, Luke De Clerk, Serhii M Kukhtaruk, Achim Nadzeyka, Richard Campion, Andrew W Rushforth, Sergey Savel'ev, Alexander G Balanov, Manfred Bayer

Abstract read
In one paragraph

Article in Nature communications, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

6 citing papers in PubMed.

  1. Article
  2. Review
  3. Retina-Inspired Bi-Based Terahertz Photonic Neuromorphic Devices.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Article
  4. Article
  5. Article
  6. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Dmytro D YaremkevichExperimentelle Physik 2, Technische Universität Dortmund, D-44227, Dortmund, Germany.
Alexey V ScherbakovExperimentelle Physik 2, Technische Universität Dortmund, D-44227, Dortmund, Germany. alexey.shcherbakov@tu-dortmund.de.ORCID http://orcid.org/0000-0001-7358-4164
Luke De ClerkDepartment of Physics, Loughborough University, Loughborough, LE11 3TU, UK.ORCID http://orcid.org/0000-0003-0309-5650
Serhii M KukhtarukDepartment of Theoretical Physics, V. E. Lashkaryov Institute of Semiconductor Physics, 03028, Kyiv, Ukraine.ORCID http://orcid.org/0000-0001-6901-2657
Achim NadzeykaRaith GmbH, 44263, Dortmund, Germany.ORCID http://orcid.org/0009-0003-9078-3466
Richard CampionSchool of Physics and Astronomy, University of Nottingham, Nottingham, NG7 2RD, UK.
Andrew W RushforthSchool of Physics and Astronomy, University of Nottingham, Nottingham, NG7 2RD, UK.ORCID http://orcid.org/0000-0001-8774-6662
Sergey Savel'evDepartment of Physics, Loughborough University, Loughborough, LE11 3TU, UK.ORCID http://orcid.org/0000-0003-2771-230X
Alexander G BalanovDepartment of Physics, Loughborough University, Loughborough, LE11 3TU, UK.ORCID http://orcid.org/0000-0002-1678-0756
Manfred BayerExperimentelle Physik 2, Technische Universität Dortmund, D-44227, Dortmund, Germany.ORCID http://orcid.org/0000-0002-0893-5949

Funding

Deutsche Forschungsgemeinschaft (German Research Foundation) SFB TRR 160 (project A1)Deutsche Forschungsgemeinschaft (German Research Foundation) SFB TRR160 (project A1)Volkswagen Foundation (VolkswagenStiftung) 97758
6 · The paper itself

Abstract

Reservoir computing is a concept involving mapping signals onto a high-dimensional phase space of a dynamical system called "reservoir" for subsequent recognition by an artificial neural network. We implement this concept in a nanodevice consisting of a sandwich of a semiconductor phonon waveguide and a patterned ferromagnetic layer. A pulsed write-laser encodes input signals into propagating phonon wavepackets, interacting with ferromagnetic magnons. The second laser reads the output signal reflecting a phase-sensitive mix of phonon and magnon modes, whose content is highly sensitive to the write- and read-laser positions. The reservoir efficiently separates the visual shapes drawn by the write-laser beam on the nanodevice surface in an area with a size comparable to a single pixel of a modern digital camera. Our finding suggests the phonon-magnon interaction as a promising hardware basis for realizing on-chip reservoir computing in future neuromorphic architectures.

Identifiers

PMID38097654
PMCPMC10721880

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.