Modeling and Evaluation of Echo-State Networks Using Spin Torque Nano-Oscillators

Modeling and Evaluation of Echo-State Networks Using Spin Torque Nano-Oscillators

An echo state network (ESN), capable of processing time-series data with high accuracy, is designed and benchmarked using spin torque nano-oscillators (STNOs) with easy-plane anisotropy. An ESN belongs to the category of reservoir computers, where the reservoir comprises a randomly initialized, recu...

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Bibliographic Details
Main Authors: Siyuan Qian, Shaloo Rakheja
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Journal on Exploratory Solid-State Computational Devices and Circuits
Subjects:
Memory capacity
parity check (PC)
reservoir computing
spin-transfer torque
spintronics
time-series prediction
Online Access:https://ieeexplore.ieee.org/document/10255553/

Internet

https://ieeexplore.ieee.org/document/10255553/

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