Information processing capacity of spintronic oscillator

S Tsunegi, T Kubota, A Kamimaki… - Advanced Intelligent …, 2023 - Wiley Online Library
Physical reservoir computing is a framework that enables energy‐efficient information
processing by using physical systems. Nonlinear dynamics in physical systems provide a …

Associative memory by virtual oscillator network based on single spin-torque oscillator

Y Imai, T Taniguchi - Scientific Reports, 2023 - nature.com
A coupled oscillator network may be able to perform an energy-efficient associative memory
operation. However, its realization has been difficult because inhomogeneities unavoidably …

Bifurcation to complex dynamics in largely modulated voltage-controlled parametric oscillator

T Taniguchi - Scientific Reports, 2024 - nature.com
An experimental demonstration of a parametric oscillation of a magnetization in a
ferromagnet was performed recently by applying a microwave voltage, indicating the …

Input-driven chaotic dynamics in vortex spin-torque oscillator

Y Imai, K Nakajima, S Tsunegi, T Taniguchi - Scientific Reports, 2022 - nature.com
A new research topic in spintronics relating to the operation principles of brain-inspired
computing is input-driven magnetization dynamics in nanomagnet. In this paper, the …

Chaotic magnetization dynamics driven by feedback magnetic field

T Taniguchi - Physical Review B, 2024 - APS
An excitation of highly nonlinear, complex magnetization dynamics in a ferromagnet, for
example chaos, is a new research target in spintronics. This technology is applied to …

[PDF][PDF] Exploiting Chaotic Dynamics as Deep Neural Networks

S Liu, N Akashi, Q Huang, Y Kuniyoshi, K Nakajima - arXiv e-prints, 2024 - arxiv.org
Chaos presents complex dynamics arising from nonlinearity and a sensitivity to initial states.
These characteristics suggest a depth of expressivity that underscores their potential for …

Virtual reservoir acceleration for CPU and GPU: Case study for coupled spin-torque oscillator reservoir

T De Jong, N Akashi, T Taniguchi, H Notsu… - … Learning with New …, 2023 - openreview.net
We provide high-speed implementations for simulating reservoirs described by $ N $-
coupled spin-torque oscillators. Here $ N $ also corresponds to the number of reservoir …