Physical reservoir computing using magnetic skyrmion memristor and spin torque nano-oscillator

Reservoir computing with the frequency, phase, and amplitude of spin-torque nano-oscillators

(2019) D. Marković et al.   APPLIED PHYSICS LETTERS

Physical reservoir computing based on spin torque oscillator with forced synchronization

(2019) Sumito Tsunegi et al.   APPLIED PHYSICS LETTERS

Temporal Pattern Recognition with Delayed-Feedback Spin-Torque Nano-Oscillators

(2019) M. Riou et al.   Physical Review Applied

Reservoir Computing on Spin-Torque Oscillator Array

(2019) Taro Kanao et al.   Physical Review Applied

A Low-Power High-Speed Spintronics-Based Neuromorphic Computing System Using Real Time Tracking Method

(2018) Hooman Farkhani et al.   IEEE Journal on Emerging and Selected Topics in Circuits and Systems

Macromagnetic Simulation for Reservoir Computing Utilizing Spin Dynamics in Magnetic Tunnel Junctions

(2018) Taishi Furuta et al.   Physical Review Applied

Perspective: Spintronic synapse for artificial neural network

(2018) Shunsuke Fukami et al.   JOURNAL OF APPLIED PHYSICS

Vowel recognition with four coupled spin-torque nano-oscillators

(2018) Miguel Romera et al.   NATURE

Neuromorphic computing with nanoscale spintronic oscillators

(2017) Jacob Torrejon et al.   NATURE

Sparse coding with memristor networks

(2017) Patrick M. Sheridan et al.   Nature Nanotechnology

Reservoir computing using dynamic memristors for temporal information processing

(2017) Chao Du et al.   Nature Communications

Skyrmion-Electronics: An Overview and Outlook

(2016) Wang Kang et al.   PROCEEDINGS OF THE IEEE

Spintronic Nanodevices for Bioinspired Computing

(2016) Julie Grollier et al.   PROCEEDINGS OF THE IEEE

Real-time encoding and compression of neuronal spikes by metal-oxide memristors

(2016) Isha Gupta et al.   Nature Communications

Training and operation of an integrated neuromorphic network based on metal-oxide memristors

(2015) M. Prezioso et al.   NATURE

Deep learning

(2015) Yann LeCun et al.   NATURE

Interfacial Dzyaloshinskii-Moriya interaction in perpendicularly magnetizedPt/Co/AlOxultrathin films measured by Brillouin light spectroscopy

(2015) Mohamed Belmeguenai et al.   PHYSICAL REVIEW B

Dynamical Skyrmion State in a Spin Current Nano-Oscillator with Perpendicular Magnetic Anisotropy

(2015) R. H. Liu et al.   PHYSICAL REVIEW LETTERS

Blowing magnetic skyrmion bubbles

(2015) W. Jiang et al.   SCIENCE

High emission power and Q factor in spin torque vortex oscillator consisting of FeB free layer

(2014) Sumito Tsunegi et al.   Applied Physics Express

Control of current-induced spin-orbit effects in a ferromagnetic heterostructure by electric field

(2014) R. H. Liu et al.   PHYSICAL REVIEW B

Brain-like associative learning using a nanoscale non-volatile phase change synaptic device array

(2014) Sukru B. Eryilmaz et al.   Frontiers in Neuroscience

Nucleation, stability and current-induced motion of isolated magnetic skyrmions in nanostructures

(2013) J. Sampaio et al.   Nature Nanotechnology

Spectral Characteristics of the Microwave Emission by the Spin Hall Nano-Oscillator

(2013) R. H. Liu et al.   PHYSICAL REVIEW LETTERS

Deep Neural Networks for Acoustic Modeling in Speech Recognition: The Shared Views of Four Research Groups

(2012) Geoffrey Hinton et al.   IEEE SIGNAL PROCESSING MAGAZINE

Photonic Nonlinear Transient Computing with Multiple-Delay Wavelength Dynamics

(2012) Romain Martinenghi et al.   PHYSICAL REVIEW LETTERS

Current-Induced Switching of Perpendicularly Magnetized Magnetic Layers Using Spin Torque from the Spin Hall Effect

(2012) Luqiao Liu et al.   PHYSICAL REVIEW LETTERS

Optoelectronic Reservoir Computing

(2012) Y. Paquot et al.   Scientific Reports

Information processing using a single dynamical node as complex system

(2011) L. Appeltant et al.   Nature Communications