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20182021
most citedRecent Advances in Physical Reservoir Computing: A Review

2.2k citations · 2.3k across the 6 of their papers we have counts for

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Showing 2021Show all

4 papers · 1 filter

eess.SP2021

Higher-order tensor independent component analysis to realize MIMO remote sensing of respiration and heartbeat signals

Seishiro Goto, Ryo Natsuaki, Akira Hirose

This paper proposes a novel method of independent component analysis (ICA), which we name higher-order tensor ICA (HOT-ICA). HOT-ICA is a tensor ICA that makes effective use of the…

cs.ET2021★ 25 cited

A numerical exploration of signal detector arrangement in a spin-wave reservoir computing device

Takehiro Ichimura, Ryosho Nakane, Gouhei Tanaka +1

This paper studies numerically how the signal detector arrangement influences the performance of reservoir computing using spin waves excited in a ferrimagnetic garnet film. This i…

eess.SP2021★ 10 cited

Complex-valued reservoir computing for aspect classification and slope-angle estimation with low computational cost and high resolution in interferometric synthetic aperture radar

Bungo Konishi, Akira Hirose, Ryo Natsuaki

Synthetic aperture radar (SAR) is widely used for ground surface classification since it utilizes information on vegetation and soil unavailable in optical observation. Image class…

physics.app-ph2021★ 60 cited

Spin waves propagating through a stripe magnetic domain structure and their applications to reservoir computing

Ryosho Nakane, Akira Hirose, Gouhei Tanaka

Spin waves propagating through a stripe domain structure and reservoir computing with their spin dynamics have been numerically studied with focusing on the relation between physic…