ArticleNature communications2023
Experimental demonstration of a skyrmion-enhanced strain-mediated physical reservoir computing system.
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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 21 papers.
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21citing papers in PubMed
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21 citing papers in PubMed.
- Room-Temperature Skyrmionic Synapse in 2D Ferromagnet FeAdvanced materials (Deerfield Beach, Fla.) · 2026Article
- Wafer-scale SOT-MRAM for analog crossbar array applications.Science advances · 2026Article
- Unconventional skyrmions in synthetic antiferromagnets.Nature materials · 2026Article
- Lithium-Ion Migration-Induced Magnetic Anisotropy Transition in CoNi Thin Films.Materials (Basel, Switzerland) · 2026Article
- Sub-GHz breathing dynamics of magnetic hopfions.Scientific reports · 2026Article
- Memristive Physical Reservoir Computing.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Review
- Photoinduced Picosecond-Scale Radial Current for Generating and Converting Spin Textures.Nanophotonics (Berlin, Germany) · 2026Article
- Metrics for spin-based computing.Nature reviews. Physics · 2026Article
- Observation of Topological Chirality Switching Induced Freezing of a Skyrmion Crystal.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Very-large-scale mimetic optogenetic synapses for physical reservoir computing.Nature communications · 2026Article
- Reservoir computing from collective dynamics of active colloidal oscillators.Communications AI & computing · 2026Article
- Intrinsic Disordered Network in Multiferroic YMnOSmall (Weinheim an der Bergstrasse, Germany) · 2025Article
- Magneto-Ionic Physical Reservoir Computing in Perpendicularly Magnetized Heterostructures.Nano letters · 2025Article
- Versatile and Robust Reservoir Computing with PWM-Driven Heterogenous R-C Circuits.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Multistep skyrmion phase transition driven by light-induced uniaxial strain.Science advances · 2025Article
- Effects of Chiral Polypeptides on Skyrmion Stability and Dynamics.Nano letters · 2025Article
- A self-learning magnetic Hopfield neural network with intrinsic gradient descent adaption.Proceedings of the National Academy of Sciences of the United States of America · 2024Article
- 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
- Towards mixed physical node reservoir computing: light-emitting synaptic reservoir system with dual photoelectric output.Light, science & applications · 2024Article
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Authors and funding
23 authors.
Yiming Sun *Fert Beijing Institute, MIIT Key Laboratory of Spintronics, School of Integrated Circuit Science and Engineering, Beihang University, Beijing, 100191, China.ORCID http://orcid.org/0000-0002-5828-8516
Tao Lin *Fert Beijing Institute, MIIT Key Laboratory of Spintronics, School of Integrated Circuit Science and Engineering, Beihang University, Beijing, 100191, China.
Na Lei *Fert Beijing Institute, MIIT Key Laboratory of Spintronics, School of Integrated Circuit Science and Engineering, Beihang University, Beijing, 100191, China. na.lei@buaa.edu.cn.ORCID http://orcid.org/0000-0003-3113-3490
Xing Chen *Fert Beijing Institute, MIIT Key Laboratory of Spintronics, School of Integrated Circuit Science and Engineering, Beihang University, Beijing, 100191, China.
Wang KangFert Beijing Institute, MIIT Key Laboratory of Spintronics, School of Integrated Circuit Science and Engineering, Beihang University, Beijing, 100191, China.
Zhiyuan ZhaoState Key Laboratory for Superlattices and Microstructures, Institute of Semiconductors, Chinese Academy of Sciences, Beijing, 100083, China.
Dahai WeiState Key Laboratory for Superlattices and Microstructures, Institute of Semiconductors, Chinese Academy of Sciences, Beijing, 100083, China.
Chao ChenFert Beijing Institute, MIIT Key Laboratory of Spintronics, School of Integrated Circuit Science and Engineering, Beihang University, Beijing, 100191, China.
Simin PangState Key Laboratory for Superlattices and Microstructures, Institute of Semiconductors, Chinese Academy of Sciences, Beijing, 100083, China.
Linglong HuKey Laboratory of Functional Materials Physics and Chemistry of the Ministry of Education, Jilin Normal University, Changchun, 130103, China.
Liu YangFert Beijing Institute, MIIT Key Laboratory of Spintronics, School of Integrated Circuit Science and Engineering, Beihang University, Beijing, 100191, China.
Enxuan DongFert Beijing Institute, MIIT Key Laboratory of Spintronics, School of Integrated Circuit Science and Engineering, Beihang University, Beijing, 100191, China.
Li ZhaoThe Center for Advanced Quantum Studies and Department of Physics, Beijing Normal University, Beijing, 100875, China.
Lei LiuState Key Laboratory for Superlattices and Microstructures, Institute of Semiconductors, Chinese Academy of Sciences, Beijing, 100083, China.ORCID http://orcid.org/0000-0003-1961-7927
Zhe YuanThe Center for Advanced Quantum Studies and Department of Physics, Beijing Normal University, Beijing, 100875, China.ORCID http://orcid.org/0000-0002-1898-7857
Aladin UllrichInstitute of Physics, University of Augsburg, Augsburg, 86159, Germany.ORCID http://orcid.org/0000-0003-0486-0975
Christian H BackDepartment of Physics, Technical University of Munich, Garching, 85748, Germany.ORCID http://orcid.org/0000-0003-3840-0993
Jun ZhangState Key Laboratory for Superlattices and Microstructures, Institute of Semiconductors, Chinese Academy of Sciences, Beijing, 100083, China.ORCID http://orcid.org/0000-0002-9831-6796
Dong PanState Key Laboratory for Superlattices and Microstructures, Institute of Semiconductors, Chinese Academy of Sciences, Beijing, 100083, China.ORCID http://orcid.org/0000-0003-2067-6983
Jianhua ZhaoState Key Laboratory for Superlattices and Microstructures, Institute of Semiconductors, Chinese Academy of Sciences, Beijing, 100083, China.
Ming FengKey Laboratory of Functional Materials Physics and Chemistry of the Ministry of Education, Jilin Normal University, Changchun, 130103, China. mingfeng@jlnu.edu.cn.ORCID http://orcid.org/0000-0001-5921-0190
Albert FertFert Beijing Institute, MIIT Key Laboratory of Spintronics, School of Integrated Circuit Science and Engineering, Beihang University, Beijing, 100191, China.ORCID http://orcid.org/0000-0003-0670-8539
Weisheng ZhaoFert Beijing Institute, MIIT Key Laboratory of Spintronics, School of Integrated Circuit Science and Engineering, Beihang University, Beijing, 100191, China.ORCID http://orcid.org/0000-0001-8088-0404
Funding
Beijing Nova Program Z201100006820042Beijing Nova Program Z211100002121014Deutsche Forschungsgemeinschaft (German Research Foundation) BA 2181/21-1National Natural Science Foundation of China (National Science Foundation of China) 11874349National Natural Science Foundation of China (National Science Foundation of China) 12074025National Natural Science Foundation of China (National Science Foundation of China) 21978110National Natural Science Foundation of China (National Science Foundation of China) 51772126National Natural Science Foundation of China (National Science Foundation of China) 52061135105National Natural Science Foundation of China (National Science Foundation of China) 52171210National Natural Science Foundation of China (National Science Foundation of China) 61871008
Abstract
Physical reservoirs holding intrinsic nonlinearity, high dimensionality, and memory effects have attracted considerable interest regarding solving complex tasks efficiently. Particularly, spintronic and strain-mediated electronic physical reservoirs are appealing due to their high speed, multi-parameter fusion and low power consumption. Here, we experimentally realize a skyrmion-enhanced strain-mediated physical reservoir in a multiferroic heterostructure of Pt/Co/Gd multilayers on (001)-oriented 0.7PbMg
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ElectronicsGlassRecognition, PsychologyTime Factors
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