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Information Processing Models and Data Analysis Platforms for Multicellular Neurodynamics

Planned Research

Project AreaMulticellular neurobiocomputing
Project/Area Number 21H05163
Research Category

Grant-in-Aid for Transformative Research Areas (B)

Allocation TypeSingle-year Grants
Review Section Transformative Research Areas, Section (IV)
Research InstitutionFuture University-Hakodate

Principal Investigator

Katori Yuichi  公立はこだて未来大学, システム情報科学部, 教授 (20557607)

Co-Investigator(Kenkyū-buntansha) 加藤 秀行  大分大学, 理工学部, 准教授 (00733510)
徳田 慶太  順天堂大学, 健康データサイエンス学部, 講師 (50762176)
保坂 亮介  芝浦工業大学, システム理工学部, 准教授 (80569210)
Project Period (FY) 2021-08-23 – 2024-03-31
Project Status Completed (Fiscal Year 2023)
Budget Amount *help
¥27,300,000 (Direct Cost: ¥21,000,000、Indirect Cost: ¥6,300,000)
Fiscal Year 2023: ¥9,100,000 (Direct Cost: ¥7,000,000、Indirect Cost: ¥2,100,000)
Fiscal Year 2022: ¥9,100,000 (Direct Cost: ¥7,000,000、Indirect Cost: ¥2,100,000)
Fiscal Year 2021: ¥9,100,000 (Direct Cost: ¥7,000,000、Indirect Cost: ¥2,100,000)
Keywordsスパイキングニューラルネットワーク / リザバー計算 / 予測符号化 / 強化学習 / ロボット制御 / レザバー計算 / ニューラルネットワーク / 感覚情報処理 / 運動制御 / バイオ計算 / 計算論的神経科学 / 脳型人工知能 / マルチセルラバイオコンピューティング
Outline of Research at the Start

生体実験と情報科学を深く統合し,頑健性・柔軟性を持つ情報処理のダイナミクスを明らかにする「マルチセルラバイオコンピューティング」の確立を目指す。特に多細胞神経活動データ解析の手法を整備した上で,生物の大脳皮質から得られる神経活動データに適用し,大脳皮質の視覚野・運動野の神経回路網が持つダイナミクスと機能の特性を明らかにする.また培養系神経ネットワークで観測される特性を取り込んだ数理モデルを構築し,そのダイナミクスと情報処理の特性を明らかにする.さらに自発活動に基づく内部状態表現を組み込んだ情報処理機構を構築するとともに、効率的なハードウェア実装を念頭に置いた情報処理モデルを構築する.

Outline of Final Research Achievements

In this study, we developed and evaluated new computational models that mimic the information processing mechanisms of the brain. Using models that combine spiking neural networks and reservoir computing, we analyzed the information processing characteristics of cultured neural circuits. Additionally, through experiments with continuous-value control in robots and reinforcement learning models utilizing predictive coding, we confirmed the realization of efficient action planning and reduction in learning costs. These findings contribute to the advancement of artificial intelligence and robot control technologies.

Academic Significance and Societal Importance of the Research Achievements

本研究は、神経科学と人工知能の融合により、新しい計算モデルの学術的基盤を確立しました。スパイキングニューラルネットワークとリザバー計算を用いた手法は、脳の情報処理メカニズムの理解を深め、効率的な人工知能システムの実現に寄与します。また、ロボットの制御技術の向上により、産業や医療分野での応用が期待され、社会的にも大きな意義を持つ研究成果です。

Report

(4 results)
  • 2023 Annual Research Report   Final Research Report ( PDF )
  • 2022 Annual Research Report
  • 2021 Annual Research Report
  • Research Products

    (68 results)

All 2024 2023 2022 2021

All Journal Article (9 results) (of which Peer Reviewed: 5 results,  Open Access: 4 results) Presentation (59 results) (of which Int'l Joint Research: 40 results,  Invited: 1 results)

  • [Journal Article] Reservoir computing-based mental simulation for direct action sequence optimization2024

    • Author(s)
      Yoshihiro Yonemura, Yuichi Katori,
    • Journal Title

      Nonlinear Theory and Its Applications, IEICE

      Volume: 15 Issue: 2 Pages: 421-431

    • DOI

      10.1587/nolta.15.421

    • ISSN
      2185-4106
    • Related Report
      2023 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Integrating predictive coding with reservoir computing in spiking neural network model of cultured neurons2024

    • Author(s)
      Yoshitaka Ishikawa, Takumi Shinkawa, Takuma Sumi, Hideyuki Kato, Hideaki Yamamoto, Yuichi Katori,
    • Journal Title

      Nonlinear Theory and Its Applications, IEICE

      Volume: 15 Issue: 2 Pages: 432-442

    • DOI

      10.1587/nolta.15.432

    • ISSN
      2185-4106
    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Biological neurons act as generalization filters in reservoir computing2023

    • Author(s)
      T. Sumi, H. Yamamoto, Y. Katori, K. Ito, S. Moriya, T. Konno, S. Sato, A. Hirano-Iwata
    • Journal Title

      Proc. Natl. Acad. Sci. U.S.A.

      Volume: 120 Issue: 25 Pages: 1-10

    • DOI

      10.1073/pnas.2217008120

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Symmetrization effects of <i>k</i>-nearest neighbor recurrence plots on network motif organizations in time series of nonlinear dynamical systems2023

    • Author(s)
      Kawaguchi Masato, Kato Hideyuki
    • Journal Title

      Nonlinear Theory and Its Applications, IEICE

      Volume: 14 Issue: 3 Pages: 590-608

    • DOI

      10.1587/nolta.14.590

    • ISSN
      2185-4106
    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Microfluidic cell engineering on high-density microelectrode arrays for assessing structure-function relationships in living neuronal networks2023

    • Author(s)
      Sato Yuya、Yamamoto Hideaki、Kato Hideyuki、Tanii Takashi、Sato Shigeo、Hirano-Iwata Ayumi
    • Journal Title

      Frontiers in Neuroscience

      Volume: 16 Pages: 1-11

    • DOI

      10.3389/fnins.2022.943310

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] スパイキングニューロンモデルによる培養神経系のリザバー計算の性能評価2023

    • Author(s)
      石川慶孝,新川拓海,住拓磨,加藤秀行,山本英明,香取勇一
    • Journal Title

      電子情報通信学会技術研究報告(IEICE Technical Report)

      Volume: Volume 122, Number 374 Pages: 112-117

    • Related Report
      2022 Annual Research Report
  • [Journal Article] レザバーアクタークリティックモデルによるロボットの連続値制御2023

    • Author(s)
      湊宏太郎,香取勇一
    • Journal Title

      電子情報通信学会技術研究報告(IEICE Technical Report)

      Volume: Volume 122, Number 374 Pages: 118-122

    • Related Report
      2022 Annual Research Report
  • [Journal Article] 植物の映像情報を利用した風向風速推定法の提案 ~ 環境計算の原理検証 ~2023

    • Author(s)
      會田拓海,安東弘泰,香取勇一
    • Journal Title

      電子情報通信学会技術研究報告(IEICE Technical Report)

      Volume: Volume 122, Number 374 Pages: 105-106

    • Related Report
      2022 Annual Research Report
  • [Journal Article] 結合行列の対称性制御によるリカレントニューラルネットワークの構造最適化2022

    • Author(s)
      藤本 ありさ,山本 英明,守谷 哲,徳田 慶太,香取 勇一,佐藤 茂雄
    • Journal Title

      電子情報通信学会技術研究報告(IEICE Technical Report)

      Volume: vol. 122, no. 89, NC2022-26 Pages: 184-188

    • Related Report
      2022 Annual Research Report
  • [Presentation] Enhancing Reinforcement Learning in POMDPs with the Reservoir Soft Actor-Critic Model Incorporating Multi-layer Structures2024

    • Author(s)
      Tatsuro Nagai; Yuichi Katori
    • Organizer
      The 10th Anniversary Korea-Japan Joint Workshop on Complex Communication Sciences (KJCCS2024),
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Reservoir Reinforcement Learning Model for Generating and Switching Motor Primitives2024

    • Author(s)
      Yu Yoshino; Yuichi Katori
    • Organizer
      The 10th Anniversary Korea-Japan Joint Workshop on Complex Communication Sciences (KJCCS2024),
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Integrated Reservoir Computing Model for Sensory and Motor Processing, and Mental Simulation2024

    • Author(s)
      Yoshihiro Yonemura; Yuichi Katori
    • Organizer
      The 12th RIEC International Symposium on Brain Functions and Brain Computer
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Pattern Recognition through Synchronization to Oscillatory Inputs in Chaotic Neural Networks2024

    • Author(s)
      Keita Tokuad; Naoya Fujiwara
    • Organizer
      The 12th RIEC International Symposium on Brain Functions and Brain Computer
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Similarity Analysis among Languages Using Context Vectors Generated in Large Language Model2024

    • Author(s)
      Hiroki Azuma; Hideyuki Kato
    • Organizer
      10th Korea-Japan Joint Workshop on Complex Communication Sciences
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Generation of Lorenz attractor by reservoir-based predictive coding in cultured neurons with spiking neural network model2024

    • Author(s)
      Y. Ishikawa; T. Shinkawa; T. Sumi; H. Kato; H. Yamamoto; Y. Katori
    • Organizer
      The 12th RIEC International Symposium on Brain Functions and Brain Computer
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A basic study of hierarchical reservoir computing for modeling Stroop effect2024

    • Author(s)
      H. Terakawa; H. Kato; Y. Yonemura; Y. Katori
    • Organizer
      The 12th RIEC International Symposium on Brain Functions and Brain Computer
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Recovery of neuronal activity in culture and numerical models through functional connectivity reorganization2024

    • Author(s)
      T. Sumi; A. M. Houben; A.-C. Hab; H. Yamamoto; H. Kato; Y. Katori; H. Chiba; J. Soriano; A. Hirano-Iwata
    • Organizer
      The 12th RIEC International Symposium on Brain Functions and Brain Computer
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Designing modular neuronal networks with directional connections to enhance dynamical complexity2024

    • Author(s)
      Nobuaki Monma; Hideaki Yamamoto; Hakuba Murota; Satoshi Moriya; Naoya Fujiwara; Ayumi Hirano-Iwata; Shigeo Sato
    • Organizer
      The 12th RIEC International Symposium on Brain Functions and Brain Computer
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 時系列データを用いたペナルティキック予測2024

    • Author(s)
      天埜脩也、保坂亮介
    • Organizer
      電子情報通信学会 総合大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] サブゴールによる常識を用いた強化学習エージェントの性能向上2024

    • Author(s)
      戸田渓太、保坂亮介
    • Organizer
      電子情報通信学会 総合大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] 発音情報を含むテキストによるモデルのトレーニングへの影響2024

    • Author(s)
      岩井優希、保坂亮介
    • Organizer
      電子情報通信学会 総合大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] 好戦的な棋風を持った将棋 AI2024

    • Author(s)
      川村稜功、保坂亮介
    • Organizer
      電子情報通信学会 総合大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] Multi Agent System GAを用いた都市形態最適化2024

    • Author(s)
      高木悠真、保坂亮介
    • Organizer
      電子情報通信学会 総合大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] 3Dモデル生成を用いた画像認識2024

    • Author(s)
      菅野拓巳、保坂亮介
    • Organizer
      電子情報通信学会 総合大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] マスク処理画像を用いたマスク着用時の表情認識2024

    • Author(s)
      小池郁、保坂亮介
    • Organizer
      電子情報通信学会 総合大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] CNN による特徴点マッチングの精度向上2024

    • Author(s)
      碓井結夢、保坂亮介
    • Organizer
      電子情報通信学会 総合大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] Modular topology enhances reservoir computing performance in biological neuronal networks2023

    • Author(s)
      Takuma Sumi; Hideaki Yamamoto; Yuichi Katori; Koki Ito; Shigeo Sato; Ayumi Hirano-Iwat
    • Organizer
      2023 International Symposium on Nonlinear Theory and Its Applications (NOLTA2023);
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Network Model with Predictive Coding and Reservoir Computing in Cultured Neurons2023

    • Author(s)
      Yoshitaka Ishikawa; Takumi Shinkawa; Takuma Sumi; Hideyuki Kato; Hideaki Yamamoto; Yuichi Katori
    • Organizer
      2023 International Symposium on Nonlinear Theory and Its Applications (NOLTA2023);
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Reservoir Reinforcement Learning with Chaotic Boltzmann Machines Implemented on an FPGA2023

    • Author(s)
      Yamato Sakino; Hakaru Tamukoh; Takashi Morie; Yuichi Katori
    • Organizer
      2023 International Symposium on Nonlinear Theory and Its Applications (NOLTA2023);
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Visual Information-Based Mental Simulation Model with Reservoir Computing for Controlling Deterministic Systems2023

    • Author(s)
      Yoshihiro Yonemura; Yuichi Katori
    • Organizer
      2023 International Symposium on Nonlinear Theory and Its Applications (NOLTA2023);
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 自己組織スパイキング神経回路網モデルにおける臨界現象の解析2023

    • Author(s)
      加藤秀行
    • Organizer
      NOLTAソサイエティ大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] Simulating spiking neural networks with Cython2023

    • Author(s)
      Hideyuki Kato
    • Organizer
      2023 International Symposium on Nonlinear Theory and Its Applications (NOLTA2023);
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Spiking and bursting properties of spontaneous activities in modular spiking neuronal networks2023

    • Author(s)
      Hideyuki Kato; Takumi Shinkawa; Yoshitaka Ishikawa; Takuma Sumi; Hideaki Yamamoto; Yuichi Katori
    • Organizer
      2023 International Symposium on Nonlinear Theory and Its Applications (NOLTA2023);
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Evaluation of Reservoir-Based Predictive Coding in Cultured Neurons with Spiking Neural Network Model2023

    • Author(s)
      Yoshitaka Ishikawa; Takumi Shinkawa; Takuma Sumi; Hideyuki Kato; Hideaki Yamamoto; Yuichi Katori
    • Organizer
      2023 International Symposium on Nonlinear Theory and Its Applications (NOLTA2023);
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Analysis of predictive coding model with hierarchical reservoir computing for modeling Stroop effects2023

    • Author(s)
      Haruki Terakawa; Hideyuki Kato; Yoshihiro Yonemura; Yuichi Katori
    • Organizer
      20th International SoC Design Conference
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 指向性結合を有する神経細胞ネットワークのin vitro-in silico モデリング2023

    • Author(s)
      門間信明、山本英明、室田白馬、守谷哲、藤原直哉、平野愛弓、 佐藤茂雄
    • Organizer
      第84回応用物理学会秋季学術講演会
    • Related Report
      2023 Annual Research Report
  • [Presentation] Estimating connectivity patterns from fully observed neuronal activity data2023

    • Author(s)
      Ryosuke Hosaka; Yuichi Katori
    • Organizer
      International Symposium on Nonlinear Theory and Its Applications(NOLTA)
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Learning non-stationary nonlinear dynamics by extracting slow parameter change by a reservoir2023

    • Author(s)
      Keita Tokuda and Yuichi Katori
    • Organizer
      The 11th RIEC International Symposium on Brain Functions and Brain Computer(BFBC2023)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] ネットワークモチーフ解析によるスーパーファミリー現象を用いた力学系の解分類法の検討2023

    • Author(s)
      川口雅斗, 加藤秀行
    • Organizer
      電子情報通信学会 非線形問題研究会
    • Related Report
      2022 Annual Research Report
  • [Presentation] Exploring influences of modular structure on time series generation performance in reservoir computing2023

    • Author(s)
      Y. Ishikawa, Y. Katori, H. Yamamoto, H. Kato, T. Sumi, T. Shinkawa
    • Organizer
      The 11th RIEC International Symposium on Brain Functions and Brain Computer(BFBC2023)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Effects of synaptic scaling and network size on spontaneous firing activity in spiking neural network2023

    • Author(s)
      T. Shinkawa, H. Kato, Y. Ishikawa, T. Sumi, H. Yamamoto, Y. Katori
    • Organizer
      The 11th RIEC International Symposium on Brain Functions and Brain Computer(BFBC2023)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Analysis of structure-function relationship of micropatterned modular neuronal networks on high-density multi-electrode arrays2023

    • Author(s)
      Y. Sato, H. Yamamoto, H. Kato, T. Tanii, S. Sato, A. Hirano-Iwata
    • Organizer
      The 11th RIEC International Symposium on Brain Functions and Brain Computer(BFBC2023)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Effects of synaptic scaling on spontaneous firing activity in spiking neural networks with modular structure2023

    • Author(s)
      Takumi Shinkawa, Hideyuki Kato, Yoshitaka Ishikawa, Takumi Sumi, Hideaki Yamamoto, and Yuuichi Katori
    • Organizer
      International Workshop on Nonlinear Circuits, Communications and Signal Processing (NCSP)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] ニューラル機械翻訳機のTransformerが生成する文脈ベクトルの定性的解析2023

    • Author(s)
      東宏錦, 加藤秀行
    • Organizer
      電子情報通信学会 非線形問題研究会
    • Related Report
      2022 Annual Research Report
  • [Presentation] LFP Theta dynamics contribute to retrieving motor plans after interruptions in the primate premotor area2023

    • Author(s)
      Ryosuke Hosaka, Hidenori Watanabe, Toshi Nakajima, and Hajime Mushiake
    • Organizer
      The 11th RIEC International Symposium on Brain Functions and Brain Computer(BFBC2023)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] レザバーアクタークリティックモデルによるロボットの連続値制御2023

    • Author(s)
      湊宏太郎,香取勇一
    • Organizer
      ニューロコンピューティング(NC)研究会
    • Related Report
      2022 Annual Research Report
  • [Presentation] スパイキングニューロンモデルによる培養神経系のリザバー計算の性能評価2023

    • Author(s)
      石川慶孝,新川拓海,住拓磨,加藤秀行,山本英明,香取勇一
    • Organizer
      ニューロコンピューティング(NC)研究会
    • Related Report
      2022 Annual Research Report
  • [Presentation] Information representations obtained by reward-modulated reservoir computing with short-term synaptic plasticity2023

    • Author(s)
      Jin Nakamura, Yuichi Katori
    • Organizer
      The 11th RIEC International Symposium on Brain Functions and Brain Computer(BFBC2023)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Mental simulation using reservoir computing for solving control tasks of deterministic systems2023

    • Author(s)
      Yoshihiro Yonemura, Yuichi Katori
    • Organizer
      The 11th RIEC International Symposium on Brain Functions and Brain Computer(BFBC2023)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Reservoir Computing Models for Integrating Sensory Processing and Motor Control2023

    • Author(s)
      Yuichi Katori
    • Organizer
      The 11th RIEC International Symposium on Brain Functions and Brain Computer(BFBC2023)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Construction and Analysis of a Computational Model of Motion Planning Based on Reward-Modulated Reservoir Computing with Short-term Synaptic Plasticity2022

    • Author(s)
      Jin Nakamura and Yuchi Katori
    • Organizer
      Neuro2022
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Reservoir Based Reinforcement Learning Model with Pseudo-Billiard Dynamics in Hypercube2022

    • Author(s)
      Yamato Sakino, Hakaru Tamukoh, Takashi Morie, and Yuichi Katori
    • Organizer
      Neuro2022
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Short-term memory ability of reservoir-based temporal difference learning model in partially observable Markov decision process2022

    • Author(s)
      Yu Yoshino and Yuichi Katori
    • Organizer
      Neuro2022
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Visual Predictive Coding Model with Reservoir Computing for Reinforcement Learning Tasks in 3D Environment2022

    • Author(s)
      Tomohito Izumi and Yuichi Katori
    • Organizer
      International Symposium on Nonlinear Theory and Its Applications (NOLTA2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Online Reinforcement Learning on Reservoir Based Actor-Critic Model with Gibbs’s Policy2022

    • Author(s)
      Tatsuro Nagai and Yuichi Katori
    • Organizer
      International Symposium on Nonlinear Theory and Its Applications (NOLTA2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Mental simulation on reservoir computing as an efficient planning method for mobile robot navigation2022

    • Author(s)
      Yoshihiro Yonemura and Yuichi Katori
    • Organizer
      International Symposium on Nonlinear Theory and Its Applications (NOLTA2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Time-series classification in micropatterned neuronal network reservoirs2022

    • Author(s)
      Takuma Sumi, Hideyuki Yamamoto, Yuichi Katori, Koki Ito, Shigeo Sato, Ayumi Hirano-Iwata
    • Organizer
      International Symposium on Nonlinear Theory and Its Applications (NOLTA2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 結合行列の対称性制御によるリカレントニューラルネットワークの構造最適化2022

    • Author(s)
      藤本 ありさ,山本 英明,守谷 哲,徳田 慶太,香取 勇一,佐藤 茂雄
    • Organizer
      ニューロコンピューティング(NC)研究会
    • Related Report
      2022 Annual Research Report
  • [Presentation] 自己組織スパイキング神経回路網モデルにおける臨界現象の解析2022

    • Author(s)
      加藤秀行
    • Organizer
      NOLTAソサイエティ大会
    • Related Report
      2022 Annual Research Report
  • [Presentation] Taming chaos in stick-slip vibrations of forced-self-excited mechanical systems with dry friction2022

    • Author(s)
      Hideyuki Kato, Kaito Kato, Shu Karube, Hiroyuki Asahara, and Takuji Kousaka
    • Organizer
      ISCIE International Symposium on Stochastic Systems Theory and Its Applications (SSS2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Effects of a nonlinear packet drop probability function on RED performance2022

    • Author(s)
      Kaito Kato, Hideyuki Kato, Hiroyuki Asahara, Daisuke Ito, and Takuji Kousaka
    • Organizer
      International Symposium on the Nonlinear Theory and Its Applications (NOLTA2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] The Effects of Symmetrization of k-Nearest Neighbor Recurrence Plot on Superfamily Phenomena in Time Series2022

    • Author(s)
      Masato Kawaguchi, Hideyuki Kato
    • Organizer
      International Symposium on the Nonlinear Theory and Its Applications (NOLTA2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 感覚・運動情報処理を行う脳のリザバー計算モデル2022

    • Author(s)
      香取勇一
    • Organizer
      令和4年度第三回ブレインウェア工学研究会
    • Related Report
      2022 Annual Research Report
    • Invited
  • [Presentation] 大脳皮質に倣った動的予測符号化ネットワークモデル2022

    • Author(s)
      香取勇一
    • Organizer
      第83回応用物理学会秋季学術講演会シンポジウム
    • Related Report
      2022 Annual Research Report
  • [Presentation] Reservoir based sensory and motor processing models for multicellular neurobiocomputing,2022

    • Author(s)
      Yuichi Katori
    • Organizer
      The 10th RIEC International Symposium on Brain Functions and Brain Computer (BFBC2022)
    • Related Report
      2021 Annual Research Report
  • [Presentation] Robot Arm Control Using Reward-Modulated Hebbian Learning2021

    • Author(s)
      Koutaro Minato and Yuichi Katori
    • Organizer
      ICONIP 2021
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Short-term memory ability of reservoir-based temporal difference learning model2021

    • Author(s)
      Yu Yoshino and Yuichi Katori
    • Organizer
      Nonlinear Science Workshop (NLSW)2021
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Functional connectivity analysis on hierarchical reservoir computing model2021

    • Author(s)
      Yoshihiro Yonemura and Yuichi Katori
    • Organizer
      Nonlinear Science Workshop (NLSW)2021
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research

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Published: 2021-10-22   Modified: 2025-01-30  

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