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Physical reservoir computing -- An introductory perspective

Physical reservoir computing -- An introductory perspective

Japanese Journal of Applied Physics (JJAP), 2020
3 May 2020
Kohei Nakajima
ArXiv (abs)PDFHTML

Papers citing "Physical reservoir computing -- An introductory perspective"

50 / 66 papers shown
Sustainable NARMA-10 Benchmarking for Quantum Reservoir Computing
Sustainable NARMA-10 Benchmarking for Quantum Reservoir Computing
Avyay Kodali
Priyanshi Singh
Pranay Pandey
Krishna Bhatia
Shalini Devendrababu
Srinjoy Ganguly
95
0
0
27 Oct 2025
Enhancing Time-Series Anomaly Detection by Integrating Spectral-Residual Bottom-Up Attention with Reservoir Computing
Enhancing Time-Series Anomaly Detection by Integrating Spectral-Residual Bottom-Up Attention with Reservoir Computing
Hayato Nihei
S. Nobukawa
Yusuke Sakemi
Kazuyuki Aihara
AI4TS
183
0
0
16 Oct 2025
Pose Estimation of a Cable-Driven Serpentine Manipulator Utilizing Intrinsic Dynamics via Physical Reservoir Computing
Pose Estimation of a Cable-Driven Serpentine Manipulator Utilizing Intrinsic Dynamics via Physical Reservoir Computing
Kazutoshi Tanaka
Tomoya Takahashi
Masashi Hamaya
132
0
0
22 Sep 2025
Self-Organising Memristive Networks as Physical Learning Systems
Self-Organising Memristive Networks as Physical Learning Systems
Francesco Caravelli
Gianluca Milano
Adam Z. Stieg
Carlo Ricciardi
Simon Anthony Brown
Zdenka Kuncic
AI4CE
165
2
0
31 Aug 2025
Echoes of the past: A unified perspective on fading memory and echo states
Echoes of the past: A unified perspective on fading memory and echo states
Juan-Pablo Ortega
Florian Rossmannek
211
6
0
26 Aug 2025
Stochastic dynamics learning with state-space systems
Stochastic dynamics learning with state-space systems
Juan-Pablo Ortega
Florian Rossmannek
197
3
0
11 Aug 2025
Growing Reservoirs with Developmental Graph Cellular Automata
Growing Reservoirs with Developmental Graph Cellular Automata
Matias Barandiaran
James Stovold
GNN
190
1
0
11 Aug 2025
Multifunctional physical reservoir computing in soft tensegrity robots
Multifunctional physical reservoir computing in soft tensegrity robotsChaos (Chaos), 2025
Ryo Terajima
Katsuma Inoue
Kohei Nakajima
Yasuo Kuniyoshi
150
7
0
29 Jul 2025
Resonant-Tunnelling Diode Reservoir Computing System for Image Recognition
Resonant-Tunnelling Diode Reservoir Computing System for Image Recognition
A. H. Abbas
Hend Abdel-Ghani
I. S. Maksymov
243
3
0
20 Jul 2025
Confabulation dynamics in a reservoir computer: Filling in the gaps with untrained attractors
Confabulation dynamics in a reservoir computer: Filling in the gaps with untrained attractorsChaos (Chaos), 2025
Jack O'Hagan
Andrew Keane
Andrew Flynn
301
8
0
07 May 2025
Re-purposing a modular origami manipulator into an adaptive physical computer for machine learning and robotic perception
Re-purposing a modular origami manipulator into an adaptive physical computer for machine learning and robotic perceptionAdvancement of science (Adv. Sci.), 2025
Jun Wang
Suyi Li
138
4
0
05 May 2025
Attractor-merging Crises and Intermittency in Reservoir Computing
Attractor-merging Crises and Intermittency in Reservoir ComputingPhysical Review Research (PRR), 2025
Tempei Kabayama
Motomasa Komuro
Yasuo Kuniyoshi
Kazuyuki Aihara
Kohei Nakajima
249
2
0
17 Apr 2025
Haptic Perception via the Dynamics of Flexible Body Inspired by an Ostrich's Neck
Haptic Perception via the Dynamics of Flexible Body Inspired by an Ostrich's Neck
Kazashi Nakano
Katsuma Inoue
Yasuo Kuniyoshi
Kohei Nakajima
369
1
0
12 Apr 2025
Incorporating Coupling Knowledge into Echo State Networks for Learning Spatiotemporally Chaotic Dynamics
Incorporating Coupling Knowledge into Echo State Networks for Learning Spatiotemporally Chaotic DynamicsChaos (Chaos), 2025
Kuei-Jan Chu
Nozomi Akashi
Akihiro Yamamoto
191
0
0
02 Apr 2025
Transforming Traditional Neural Networks into Neuromorphic Quantum-Cognitive Models: A Tutorial with Applications
Transforming Traditional Neural Networks into Neuromorphic Quantum-Cognitive Models: A Tutorial with Applications
Milan Maksimovic
Ivan S. Maksymov
359
0
0
10 Mar 2025
Event-Driven Implementation of a Physical Reservoir Computing Framework for superficial EMG-based Gesture Recognition
Event-Driven Implementation of a Physical Reservoir Computing Framework for superficial EMG-based Gesture RecognitionIEEE Transactions on Artificial Intelligence (IEEE TAI), 2025
Yuqi Ding
Elisa Donati
Haobo Li
Hadi Heidari
361
1
0
10 Mar 2025
Full-Precision and Ternarised Neural Networks with Tunnel-Diode Activation Functions: Computing and Physics Perspectives
Full-Precision and Ternarised Neural Networks with Tunnel-Diode Activation Functions: Computing and Physics Perspectives
Jake McNaughton
A. H. Abbas
I. S. Maksymov
340
6
0
06 Mar 2025
Unsupervised Learning in Echo State Networks for Input Reconstruction
Unsupervised Learning in Echo State Networks for Input Reconstruction
Taiki Yamada
Yuichi Katori
Kantaro Fujiwara
319
0
0
20 Jan 2025
Echo State network for coarsening dynamics of charge density waves
Echo State network for coarsening dynamics of charge density waves
Clement Dinh
Yunhao Fan
Gia-Wei Chern
241
1
0
16 Dec 2024
Proprioceptive and Exteroceptive Information Perception in a Fabric Soft
  Robotic Arm via Physical Reservoir Computing with minimal training data
Proprioceptive and Exteroceptive Information Perception in a Fabric Soft Robotic Arm via Physical Reservoir Computing with minimal training dataAdvanced Intelligent Systems (AIS), 2024
Jun Wang
Zhi Qiao
Weinan Zhang
Suyi Li
202
12
0
11 Nov 2024
Neuromorphic Spintronics
Neuromorphic Spintronics
Atreya Majumdar
Karin Everschor-Sitte
AILaw
232
0
0
16 Sep 2024
How noise affects memory in linear recurrent networks
How noise affects memory in linear recurrent networksPhysical Review Research (PRR), 2024
JingChuan Guan
T. Kubota
Yasuo Kuniyoshi
Kohei Nakajima
119
0
0
05 Sep 2024
A Jellyfish Cyborg: Exploiting Natural Embodied Intelligence as Soft
  Robots
A Jellyfish Cyborg: Exploiting Natural Embodied Intelligence as Soft Robots
Dai Owaki
Max Austin
Shuhei Ikeda
Kazuya Okuizumi
Kohei Nakajima
184
0
0
04 Aug 2024
Classical and Quantum Physical Reservoir Computing for Onboard
  Artificial Intelligence Systems: A Perspective
Classical and Quantum Physical Reservoir Computing for Onboard Artificial Intelligence Systems: A Perspective
A. H. Abbas
Hend Abdel-Ghani
I. S. Maksymov
255
20
0
14 Jun 2024
Training of Physical Neural Networks
Training of Physical Neural Networks
Ali Momeni
Babak Rahmani
B. Scellier
Logan G. Wright
Peter L. McMahon
...
Julie Grollier
Andrea J. Liu
D. Psaltis
Andrea Alù
Romain Fleury
PINNAI4CE
381
94
0
05 Jun 2024
Predicting unobserved climate time series data at distant areas via
  spatial correlation using reservoir computing
Predicting unobserved climate time series data at distant areas via spatial correlation using reservoir computing
S. Koyama
Daisuke Inoue
Hiroaki Yoshida
Kazuyuki Aihara
Gouhei Tanaka
190
0
0
05 Jun 2024
Exploiting Chaotic Dynamics as Deep Neural Networks
Exploiting Chaotic Dynamics as Deep Neural Networks
Shuhong Liu
Nozomi Akashi
Qingyao Huang
Yasuo Kuniyoshi
Kohei Nakajima
244
7
0
29 May 2024
Thermodynamic limit in learning period three
Thermodynamic limit in learning period three
Yuichiro Terasaki
Kohei Nakajima
610
4
0
12 May 2024
Intrinsic Voltage Offsets in Memcapacitive Bio-Membranes Enable
  High-Performance Physical Reservoir Computing
Intrinsic Voltage Offsets in Memcapacitive Bio-Membranes Enable High-Performance Physical Reservoir Computing
A. S. Mohamed
Anur Dhungel
Md. Sakib Hasan
Joseph S. Najem
290
11
0
27 Apr 2024
Hybrid Magnonic Reservoir Computing
Hybrid Magnonic Reservoir Computing
Cliff B. Abbott
Dmytro A. Bozhko
231
1
0
25 Apr 2024
Gradient-based Design of Computational Granular Crystals
Gradient-based Design of Computational Granular Crystals
Atoosa Parsa
C. O’Hern
Rebecca Kramer‐Bottiglio
Josh Bongard
162
1
0
07 Apr 2024
Extending echo state property for quantum reservoir computing
Extending echo state property for quantum reservoir computing
Shumpei Kobayashi
Quoc Hoan Tran
Kohei Nakajima
416
13
0
05 Mar 2024
Reservoir Computing Using Measurement-Controlled Quantum Dynamics
Reservoir Computing Using Measurement-Controlled Quantum Dynamics
A. H. Abbas
I. S. Maksymov
418
15
0
01 Mar 2024
Estimation of posture and joint angle of human body using foot pressure
  distribution: Morphological computation with human foot
Estimation of posture and joint angle of human body using foot pressure distribution: Morphological computation with human foot
Yo Kobayashi
Y. Nakashima
207
2
0
23 Jan 2024
Estimating continuous data of wrist joint angles using ultrasound images
Estimating continuous data of wrist joint angles using ultrasound images
Yo Kobayashi
Yoshihiro Katagi
144
2
0
04 Jan 2024
Weak Kerr Nonlinearity Boosts the Performance of Frequency-Multiplexed
  Photonic Extreme Learning Machines: A Multifaceted Approach
Weak Kerr Nonlinearity Boosts the Performance of Frequency-Multiplexed Photonic Extreme Learning Machines: A Multifaceted Approach
Marina Zajnulina
Alessandro Lupo
Serge Massar
248
7
0
19 Dec 2023
A kinetic Monte Carlo Approach for Boolean Logic Functionality in Gold
  Nanoparticle Networks
A kinetic Monte Carlo Approach for Boolean Logic Functionality in Gold Nanoparticle NetworksFrontiers in Nanotechnology (Front. Nanotechnol.), 2023
Jonas Mensing
Wilfred G. van der Wiel
Andreas Heuer
178
1
0
07 Dec 2023
Virtual reservoir acceleration for CPU and GPU: Case study for coupled
  spin-torque oscillator reservoir
Virtual reservoir acceleration for CPU and GPU: Case study for coupled spin-torque oscillator reservoir
Thomas Geert de Jong
Nozomi Akashi
Tomohiro Taniguchi
Hirofumi Notsu
Kohei Nakajima
260
3
0
02 Dec 2023
Harnessing Synthetic Active Particles for Physical Reservoir Computing
Harnessing Synthetic Active Particles for Physical Reservoir ComputingNature Communications (Nat. Commun.), 2023
Xiangzun Wang
F. Cichos
180
17
0
27 Jul 2023
Analogue and Physical Reservoir Computing Using Water Waves
Analogue and Physical Reservoir Computing Using Water WavesEnergies (Energies), 2023
I. Maksymov
228
22
0
15 Jun 2023
Universal Mechanical Polycomputation in Granular Matter
Universal Mechanical Polycomputation in Granular MatterAnnual Conference on Genetic and Evolutionary Computation (GECCO), 2023
Atoosa Parsa
Sven Witthaus
Nidhi Pashine
C. O’Hern
Rebecca Kramer‐Bottiglio
Josh Bongard
174
5
0
29 May 2023
Biomembrane-based Memcapacitive Reservoir Computing System for Energy
  Efficient Temporal Data Processing
Biomembrane-based Memcapacitive Reservoir Computing System for Energy Efficient Temporal Data ProcessingAdvanced Intelligent Systems (Adv. Intell. Syst.), 2023
Md Razuan Hossain
A. S. Mohamed
Nick Armendarez
Joseph S. Najem
Md. Sakib Hasan
278
23
0
19 May 2023
Information processing via human soft tissue
Information processing via human soft tissueIEEE Access (IEEE Access), 2023
Yojiro Kobayashi
242
5
0
17 May 2023
Embedding bifurcations into pneumatic artificial muscle
Embedding bifurcations into pneumatic artificial muscleAdvancement of science (Adv. Sci.), 2023
Nozomi Akashi
Yasuo Kuniyoshi
Taketomo Jo
Mitsuhiro Nishida
Ryo Sakurai
Yasumichi Wakao
Kohei Nakajima
AI4CE
229
23
0
06 May 2023
Towards the Neuromorphic Computing for Offroad Robot Environment
  Perception and Navigation
Towards the Neuromorphic Computing for Offroad Robot Environment Perception and Navigation
Zhenhua Yu
Peter P. Childs
T. Nanayakkara
100
1
0
05 May 2023
Musical creativity enabled by nonlinear oscillations of a bubble in
  water
Musical creativity enabled by nonlinear oscillations of a bubble in water
I. Maksymov
219
1
0
03 Apr 2023
Learning unidirectional coupling using echo-state network
Learning unidirectional coupling using echo-state networkPhysical Review E (PRE), 2023
S. Mandal
M. Shrimali
187
11
0
23 Mar 2023
Building Intelligence in the Mechanical Domain -- Harvesting the
  Reservoir Computing Power in Origami to Achieve Information Perception Tasks
Building Intelligence in the Mechanical Domain -- Harvesting the Reservoir Computing Power in Origami to Achieve Information Perception TasksAdvanced Intelligent Systems (Adv. Intell. Syst.), 2023
Jun Wang
Suyi Li
152
19
0
10 Feb 2023
Learning Reservoir Dynamics with Temporal Self-Modulation
Learning Reservoir Dynamics with Temporal Self-ModulationCommunications Physics (Commun. Phys.), 2023
Yusuke Sakemi
S. Nobukawa
Toshitaka Matsuki
Takashi Morie
Kazuyuki Aihara
248
12
0
23 Jan 2023
There's Plenty of Room Right Here: Biological Systems as Evolved,
  Overloaded, Multi-scale Machines
There's Plenty of Room Right Here: Biological Systems as Evolved, Overloaded, Multi-scale Machines
Josh Bongard
Michael Levin
AI4CE
174
4
0
20 Dec 2022
12
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