ArticleScience advances2022
Pattern recognition with neuromorphic computing using magnetic field-induced dynamics of skyrmions.
Article in Science advances, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers.
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Who cites it
22 citing papers in PubMed.
- Applied spintronics: From spin transport to spin-charge interconversion and emerging devices.Science advances · 2026Review
- Topology, imaging, and emergent phenomena of spin textures.Science advances · 2026Review
- CNN-based classifier for automated identification of magnetic states in spin dynamics simulations.Scientific reports · 2026Article
- Current-Driven Nonreciprocal Response of Nonequilibrium Skyrmions.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Picosecond-scale coherent toggle switching of topological spin helicity.Nature nanotechnology · 2026Article
- Analog Control of Reconfigurable GHz Resonances from Chiral Spin Texture Ensembles.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Metrics for spin-based computing.Nature reviews. Physics · 2026Article
- AC Current-Driven Magnetization Switching and Nonlinear Hall Rectification in a Magnetic Topological Insulator.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Photothermal skyrmion tweezer: programmable optical manipulation of magnetic topological quasiparticles.Nature communications · 2025Article
- Electrodeposition of magnetic nanonetworks featuring triangular motifs and parallel ridges on a macroscopic scale.Nature communications · 2025Article
- Controllable properties and versatile dynamics of meron topological magnetism in van der Waals multiferroic CuCrPiScience · 2025Article
- Integrated Design of Electrically Configurable Ferroelectric and Redox-Based Memristors for Hardware-Implemented Reservoir Computing.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Voltage-controlled magnetoelectric devices for neuromorphic diffusion process.Nature communications · 2025Article
- Self-assembled 3D Interconnected Magnetic Nanowire Networks for Neuromorphic Computing.ACS applied materials & interfaces · 2025Article
- Magnetoionics for Synaptic Devices and Neuromorphic Computing: Recent Advances, Challenges, and Future Perspectives.Small science · 2024Article
- Gesture recognition with Brownian reservoir computing using geometrically confined skyrmion dynamics.Nature communications · 2024Article
- A 4096 channel event-based multielectrode array with asynchronous outputs compatible with neuromorphic processors.Nature communications · 2024Article
- Handwritten digit recognition by spin waves in a Skyrmion reservoir.Scientific reports · 2023Article
- Thermally-robust spatiotemporal parallel reservoir computing by frequency filtering in frustrated magnets.Scientific reports · 2023Article
- Experimental demonstration of a skyrmion-enhanced strain-mediated physical reservoir computing system.Nature communications · 2023Article
Corrections and comments
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Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Nonlinear phenomena in physical systems can be used for brain-inspired computing with low energy consumption. Response from the dynamics of a topological spin structure called skyrmion is one of the candidates for such a neuromorphic computing. However, its ability has not been well explored experimentally. Here, we experimentally demonstrate neuromorphic computing using nonlinear response originating from magnetic field-induced dynamics of skyrmions. We designed a simple-structured skyrmion-based neuromorphic device and succeeded in handwritten digit recognition with the accuracy as large as 94.7% and waveform recognition. Notably, there exists a positive correlation between the recognition accuracy and the number of skyrmions in the devices. The large degrees of freedom of skyrmion systems, such as the position and the size, originate from the more complex nonlinear mapping, the larger output dimension, and, thus, high accuracy. Our results provide a guideline for developing energy-saving and high-performance skyrmion neuromorphic computing devices.
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Registered trials
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.