[HTML][HTML] 4K-memristor analog-grade passive crossbar circuit

H Kim, MR Mahmoodi, H Nili, DB Strukov - Nature communications, 2021 - nature.com
The superior density of passive analog-grade memristive crossbar circuits enables storing
large neural network models directly on specialized neuromorphic chips to avoid costly off …

[HTML][HTML] Brownian reservoir computing realized using geometrically confined skyrmion dynamics

K Raab, MA Brems, G Beneke, T Dohi, J Rothörl… - Nature …, 2022 - nature.com
Reservoir computing (RC) has been considered as one of the key computational principles
beyond von-Neumann computing. Magnetic skyrmions, topological particle-like spin textures …

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 …

[HTML][HTML] Complex free-space magnetic field textures induced by three-dimensional magnetic nanostructures

C Donnelly, A Hierro-Rodríguez, C Abert, K Witte… - Nature …, 2022 - nature.com
The design of complex, competing effects in magnetic systems—be it via the introduction of
nonlinear interactions,,–, or the patterning of three-dimensional geometries,—is an …

[HTML][HTML] Adaptive extreme edge computing for wearable devices

E Covi, E Donati, X Liang, D Kappel… - Frontiers in …, 2021 - frontiersin.org
Wearable devices are a fast-growing technology with impact on personal healthcare for both
society and economy. Due to the widespread of sensors in pervasive and distributed …

Two-dimensional mutually synchronized spin Hall nano-oscillator arrays for neuromorphic computing

M Zahedinejad, AA Awad, S Muralidhar… - Nature …, 2020 - nature.com
In spin Hall nano-oscillators (SHNOs), pure spin currents drive local regions of magnetic
films and nanostructures into auto-oscillating precession. If such regions are placed in close …

An LSTM short-term solar irradiance forecasting under complicated weather conditions

Y Yu, J Cao, J Zhu - IEEE Access, 2019 - ieeexplore.ieee.org
Complicated weather conditions lead to intermittent, random and volatility in photovoltaic
(PV) systems, which makes PV predictions difficult. A recurrent neural network (RNN) is …

Memristive control of mutual spin Hall nano-oscillator synchronization for neuromorphic computing

M Zahedinejad, H Fulara, R Khymyn, A Houshang… - Nature materials, 2022 - nature.com
Synchronization of large spin Hall nano-oscillator (SHNO) arrays is an appealing approach
toward ultrafast non-conventional computing. However, interfacing to the array, tuning its …

Recurrent dynamics in the cerebral cortex: Integration of sensory evidence with stored knowledge

W Singer - Proceedings of the National Academy of …, 2021 - National Acad Sciences
Current concepts of sensory processing in the cerebral cortex emphasize serial extraction
and recombination of features in hierarchically structured feed-forward networks in order to …

631% room temperature tunnel magnetoresistance with large oscillation effect in CoFe/MgO/CoFe (001) junctions

T Scheike, Z Wen, H Sukegawa, S Mitani - Applied Physics Letters, 2023 - pubs.aip.org
We demonstrate tunnel magnetoresistance (TMR) ratios of up to 631% at room temperature
(RT) using CoFe/MgO/CoFe (001) epitaxial magnetic tunnel junctions (MTJs). The TMR ratio …