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 …

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 …

Creation and annihilation of non-volatile fixed magnetic skyrmions using voltage control of magnetic anisotropy

D Bhattacharya, SA Razavi, H Wu, B Dai, KL Wang… - Nature …, 2020 - nature.com
Magnetic skyrmions are topological spin textures that could be used to create magnetic
memory and logic devices. Such devices typically rely on current-controlled motion of …

[HTML][HTML] Pathways to efficient neuromorphic computing with non-volatile memory technologies

I Chakraborty, A Jaiswal, AK Saha, SK Gupta… - Applied Physics …, 2020 - pubs.aip.org
Historically, memory technologies have been evaluated based on their storage density, cost,
and latencies. Beyond these metrics, the need to enable smarter and intelligent computing …

Fundamental physics and applications of skyrmions: A review

K Wang, V Bheemarasetty, J Duan, S Zhou… - Journal of Magnetism and …, 2022 - Elsevier
Beyond-CMOS computational paradigms are necessary to solving the problems that we face
with modern computers in achieving scalability, low energy consumption, reduced latency …

Physical reservoir computing based on spin torque oscillator with forced synchronization

S Tsunegi, T Taniguchi, K Nakajima, S Miwa… - Applied Physics …, 2019 - pubs.aip.org
We investigated physical reservoir computing (RC) using a vortex-type spin torque oscillator
(STO) as a resource of nonlinear dynamics, which is essential for processing information in …

Spin–Orbit Torque‐Induced Domain Nucleation for Neuromorphic Computing

J Zhou, T Zhao, X Shu, L Liu, W Lin, S Chen… - Advanced …, 2021 - Wiley Online Library
Neuromorphic computing has become an increasingly popular approach for artificial
intelligence because it can perform cognitive tasks more efficiently than conventional …

Prospect of spintronics in neuromorphic computing

J Zhou, J Chen - Advanced Electronic Materials, 2021 - Wiley Online Library
Neuromorphic computing emulates a biological brain at different levels of the computer
hierarchy by exploiting brain‐inspired principles in designing novel devices, algorithms, and …

Energy consumption prediction using machine learning; a review

A Mosavi, A Bahmani - 2019 - preprints.org
Abstract Machine learning (ML) methods has recently contributed very well in the
advancement of the prediction models used for energy consumption. Such models highly …

Unconventional computing based on magnetic tunnel junction

B Cai, Y He, Y Xin, Z Yuan, X Zhang, Z Zhu, G Liang - Applied Physics A, 2023 - Springer
The conventional computing method based on the von Neumann architecture is limited by a
series of problems such as high energy consumption, finite data exchange bandwidth …