Neuromorphic spintronics

J Grollier, D Querlioz, KY Camsari… - Nature …, 2020 - nature.com
Neuromorphic computing uses brain-inspired principles to design circuits that can perform
computational tasks with superior power efficiency to conventional computers. Approaches …

Topological magnetic and ferroelectric systems for reservoir computing

K Everschor-Sitte, A Majumdar, K Wolk… - Nature Reviews …, 2024 - nature.com
Topological spin textures in magnetic materials and arrangements of electric dipoles in
ferroelectrics are considered to be promising candidates for next-generation information …

[HTML][HTML] Recent advances in physical reservoir computing: A review

G Tanaka, T Yamane, JB Héroux, R Nakane… - Neural Networks, 2019 - Elsevier
Reservoir computing is a computational framework suited for temporal/sequential data
processing. It is derived from several recurrent neural network models, including echo state …

Skyrmion-based artificial synapses for neuromorphic computing

KM Song, JS Jeong, B Pan, X Zhang, J **a, S Cha… - Nature …, 2020 - nature.com
Magnetic skyrmions are topologically protected spin textures that have nanoscale
dimensions and can be manipulated by an electric current. These properties make the …

[HTML][HTML] Perspective: Magnetic skyrmions—Overview of recent progress in an active research field

K Everschor-Sitte, J Masell, RM Reeve… - Journal of Applied …, 2018 - pubs.aip.org
Within a decade, the field of magnetic skyrmionics has developed from a niche prediction to
a huge and active research field. Not only do magnetic skyrmions—magnetic whirls with a …

The 2020 magnetism roadmap

EY Vedmedenko, RK Kawakami… - Journal of Physics D …, 2020 - iopscience.iop.org
Interfacial Dzyaloshinskii-Moriya Interactions 2. Spin and Magnetism in 2D Materials 3.
Curvilinear magnetism 4. Spin-orbit torques and emergent applications 5. All-optical …

Skyrmion-electronics: writing, deleting, reading and processing magnetic skyrmions toward spintronic applications

X Zhang, Y Zhou, KM Song, TE Park… - Journal of Physics …, 2020 - iopscience.iop.org
The field of magnetic skyrmions has been actively investigated across a wide range of topics
during the last decades. In this topical review, we mainly review and discuss key results and …

Emerging dynamic memristors for neuromorphic reservoir computing

J Cao, X Zhang, H Cheng, J Qiu, X Liu, M Wang, Q Liu - Nanoscale, 2022 - pubs.rsc.org
Reservoir computing (RC), as a brain-inspired neuromorphic computing algorithm, is
capable of fast and energy-efficient temporal data analysis and prediction. Hardware …

Magnetic skyrmions for unconventional computing

S Li, W Kang, X Zhang, T Nie, Y Zhou, KL Wang… - Materials …, 2021 - pubs.rsc.org
Improvements in computing performance have significantly slowed down over the past few
years owing to the intrinsic limitations of computing hardware. However, the demand for data …

[HTML][HTML] Skyrmionics—Computing and memory technologies based on topological excitations in magnets

H Vakili, JW Xu, W Zhou, MN Sakib… - Journal of Applied …, 2021 - pubs.aip.org
Solitonic magnetic excitations such as domain walls and, specifically, skyrmionics enable
the possibility of compact, high density, ultrafast, all-electronic, low-energy devices, which is …