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Reservoir computing with diverse timescales for prediction of multiscale dynamics

Gouhei Tanaka1,2,3, Tadayoshi Matsumori4, Hiroaki Yoshida4, and Kazuyuki Aihara1

  • 1International Research Center for Neurointelligence, The University of Tokyo, Tokyo 113-0033, Japan
  • 2Department of Electrical Engineering and Information Systems, Graduate School of Engineering, The University of Tokyo, Tokyo 113-8656, Japan
  • 3Department of Mathematical Informatics, Graduate School of Information Science and Technology, The University of Tokyo, Tokyo 113-8656, Japan
  • 4Toyota Central R&D Labs., Inc., Tokyo 112-0004, Japan

Solid-state Proton Devices for Neuromorphic Information Processing

Takeaki Yajima, Satya P. Pati, Nada Besisa, and Yifan Gen

The transactions of the Institute of Electrical Engineers of Japan.A 146 383 (2026)

Brain-inspired, interpretable, resonant recurrent neural networks

Mark A. Kramer

Phys. Rev. Research 8 023237 (2026)

Distributional reservoir state analysis for real-time anomaly detection in multivariate time series data

Hiroto Tamura, Kantaro Fujiwara, Kazuyuki Aihara, and Gouhei Tanaka

npj Artif. Intell. 2 41 (2026)

Designing efficient interventions for pre-disease states using control theory

Makito Oku

NOLTA 17 156 (2026)

Effect of time scale on chaotic time series prediction using echo state network

Shion Yoshida, Kazuya Sawada, and Tohru Ikeguchi

NOLTA 17 998 (2026)

D3CNet: Long-term time series prediction based on dual decomposition and dual-channel hybrid network

Bo He, Yunya Bo, and Longbing Li

Neural Networks 201 108893 (2026)

Force Learning in Balanced Cortical E-I Networks

Takashi Kanamaru and Kazuyuki Aihara

Neural Computation 38 573 (2026)

Neuromorphic hierarchical modular reservoirs

Filip Milisav, Andrea I. Luppi, Laura E. Suárez, Guillaume Lajoie, and Bratislav Misic

Nat Commun 17 7962 (2026)

Double projection for reconstructing dynamical systems: between stochastic and deterministic regimes

Viktor Sip, Martin Breyton, Spase Petkoski, and Viktor Jirsa

Mach. Learn.: Sci. Technol. 7 045047 (2026)

Highly accurate recognition of handwritten digits by using photomemristive properties of graphene/diamond heterojunctions

H. Iwane and K. Ueda

Jpn. J. Appl. Phys. 65 061003 (2026)

Dual Echo State Network for Lightweight Wi-Fi CSI-Based Outdoor Pedestrian Counting With Limited Training Data

Hinaki Sugiura, Yusuke Fukazawa, and Masakatsu Ogawa

IEEE Access 14 146003 (2026)

MOF-derived porous NiO-Fe₂O₃ heterostructures with machine-learning-assisted signal discrimination for ppb-level H₂S detection and breath analysis

Zhicheng Cai, Qin Yang, Jian Hou, Jun-Hyun Kim, Hyun-Ho Park, and Xiaoxiao Liu

Chemical Engineering Journal 548 181890 (2026)

Multiscale deep reservoir computing for predicting chaotic dynamical systems

Yichang Zhan, Xiwen Qin, and Yong Li

Chaos: An Interdisciplinary Journal of Nonlinear Science 36 073111 (2026)

Storage and recall of multiple chaotic attractors in minimal reservoir computers

Francesco Martinuzzi and Holger Kantz

Chaos: An Interdisciplinary Journal of Nonlinear Science 36 073153 (2026)

Assessing the predictability of meteorological variables via spatial correlations using echo state networks

Shihori Koyama, Daisuke Inoue, Hiroaki Yoshida, Kazuyuki Aihara, and Gouhei Tanaka

Chaos: An Interdisciplinary Journal of Nonlinear Science 36 083115 (2026)

Nonlinear stochastic coupling-enhanced reservoir computing for state prediction of chaotic systems

Silu Li, Jinqian Feng, Jin Su, Qin Guo, and Youpan Han

Chaos, Solitons & Fractals 210 118616 (2026)

Programmable Photosensor with a Gate‐Tunable Schottky Barrier for Multiscale Reservoir Computing

Kai Li, Chunhui Wu, Shaopeng Feng, Peng Zhao, Xiaomin Cheng, and Xiangshui Miao

Adv Funct Materials 36 e29105 (2026)

No title available

Devaki Prasad, Himank Jain, Animesh Giri, and C. Deepti

No title available

Junya Mieno, Hidenobu Sumioka, and Takashi Takuma

No title available

Isao H. Inoue

No title available

Gouhei Tanaka

No title available

Hisashi Inoue and Takeaki Yajima

No title available

Priya Swami

No title available

Hiroto Tamura, Hisashi Inoue, and Takeaki Yajima

Machine learning stochastic dynamics

TANG Ying

Sci. Sin.-Phys. Mech. Astron. 55 100501 (2025)

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