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A Mathematical Model for the Neuro-information Mechanisms of Complex Visual Hallucinations

Research Project

Project/Area Number 17H01794
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Soft computing
Research InstitutionChubu University

Principal Investigator

Tsuda Ichiro  中部大学, 創発学術院, 教授 (10207384)

Co-Investigator(Kenkyū-buntansha) 奈良 重俊  岡山大学, 自然科学研究科, 特命教授 (60231495)
山口 裕  福岡工業大学, 情報工学部, 助教 (80507236)
Project Period (FY) 2017-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥17,420,000 (Direct Cost: ¥13,400,000、Indirect Cost: ¥4,020,000)
Fiscal Year 2020: ¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2019: ¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2018: ¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2017: ¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Keywords自己再組織化 / 拘束条件付き自己組織化 / カオス的遍歴 / 複合型視覚性幻覚 / レビー小体型認知症 / モジュール型ニューラルネットワーク / ニューラルネットモデル / カオス遍歴 / リザバーコンピューター / 機能分化 / 自己組織化 / ソフトコンピューティング / 応用数学 / 神経科学 / 脳神経科学 / カオス力学系 / ニューラルネットワーク
Outline of Final Research Achievements

To clarify the neural mechanisms for complex visual hallucinations that the patients with Lewy bodies experience, we studied two types of neural networks. Model 1 consisting of three modules of visual cortex, prefrontal cortex and temporal cortex exhibited hallucinatory images, due to the excess increase of synaptic strength after the reduction of synaptic connections between visual cortex and prefrontal cortex. Accordingly, model 2 showed chaotically itinerant transitions between veridical and hallucinatory perceptions after the reduction of synaptic connections between either two of three modules.

Academic Significance and Societal Importance of the Research Achievements

現在我が国の認知症患者は600万人に達している。本研究が計画された4年前は450万人であったことを考えると認知症の神経機構解明は喫緊の課題である。本研究はレビー小体型認知症患者が見る視覚性幻覚の神経機構を数理モデルによって明らかにしようとするものであるところに学術的価値がある。神経回路の数理モデルによって領野間の長距離結合の一部欠損後の再組織化の過程が本質的であることが分かったことは大きな学術的価値がある。また、この知見をさらに深め医学との共同研究に発展させることで認知症の現象論から本質論へと展開できれば、治療への貢献も期待でき、社会的意義は計り知れない。

Report

(5 results)
  • 2020 Annual Research Report   Final Research Report ( PDF )
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • Research Products

    (67 results)

All 2021 2020 2019 2018 2017 Other

All Int'l Joint Research (1 results) Journal Article (15 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 14 results,  Open Access: 5 results) Presentation (40 results) (of which Int'l Joint Research: 13 results,  Invited: 34 results) Book (8 results) Remarks (3 results)

  • [Int'l Joint Research] ニューカッスル大学/キングスカレッジ ロンドン(英国)

    • Related Report
      2017 Annual Research Report
  • [Journal Article] 神経細胞の分化を支配する情報論的構造に関する数学モデル2021

    • Author(s)
      津田一郎
    • Journal Title

      ACADEMIA, ANTENNA

      Volume: 150 Pages: 7-7

    • Related Report
      2020 Annual Research Report
  • [Journal Article] Functional differentiations in evolutionary reservoir computing networks2021

    • Author(s)
      Yamaguti Yutaka、Tsuda Ichiro
    • Journal Title

      Chaos: An Interdisciplinary Journal of Nonlinear Science

      Volume: 31, Issue 1 Issue: 1 Pages: 013137-013137

    • DOI

      10.1063/5.0019116

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] 増大特集 脳の発振現象-基礎から臨床へ 拘束条件付き自己組織化理論に基づく機能分化に関する情報論的基盤の解明2020

    • Author(s)
      津田 一郎
    • Journal Title

      BRAIN and NERVE

      Volume: 72 Issue: 11 Pages: 1255-1262

    • DOI

      10.11477/mf.1416201677

    • ISSN
      1344-8129, 1881-6096
    • Year and Date
      2020-11-01
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 研究集会「てんかんの数学的研究」開催報告2020

    • Author(s)
      行木孝夫、津田一郎、池田昭夫
    • Journal Title

      Epilepsy

      Volume: Vol.14, No. 2

    • NAID

      40022480932

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Dependence of DNA length on binding affinity between TrpR and trpO of DNA2020

    • Author(s)
      Nobuo Shimamoto, Mikito Toda, Shigetoshi Nara, Tamiki Komatsuzaki, Kiyoto Kamagata, Takashi Kinebuchi, Jun-ichi Tomizawa
    • Journal Title

      Scientific Reports

      Volume: 10 Issue: 1 Pages: 15624-15624

    • DOI

      10.1038/s41598-020-71598-3

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Pattern Recognition in Epileptic EEG Signals via Dynamic Mode Decomposition2020

    • Author(s)
      Jong-Hyeon Seo, Ichiro Tsuda, Young Ju Lee, Akio Ikeda, Masao Matsuhashi, Riki Matsumoto, Takayuki Kikuchi, Hunseok Kang
    • Journal Title

      Mathematics

      Volume: 8 Issue: 4 Pages: 481-481

    • DOI

      10.3390/math8040481

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] A mathematical model for neuronal differentiation in terms of an evolved dynamical system2020

    • Author(s)
      Watanabe Hiroshi, Ito Takao, Tsuda Ichiro
    • Journal Title

      Neuroscience Research

      Volume: - Pages: 206-216

    • DOI

      10.1016/j.neures.2020.02.003

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Mathematical structures for epilepsy: High-frequency oscillation and interictal epileptic slow (red slow).2020

    • Author(s)
      Namiki, T., Tsuda, I., Tadokoro, S., Kajikawa, S., Kunieda, T., Matsumoto, R., Matsuhashi, M., Ikeda, A.
    • Journal Title

      Neurosci Res

      Volume: - Pages: 178-187

    • DOI

      10.1016/j.neures.2019.11.008

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Complex Systems――New Horizons in Physics2019

    • Author(s)
      津田一郎
    • Journal Title

      Butsuri

      Volume: 74 Issue: 6 Pages: 384-385

    • DOI

      10.11316/butsuri.74.6_384

    • NAID

      130007733418

    • ISSN
      0029-0181, 2423-8872
    • Year and Date
      2019-06-05
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Constrained chaos in three-module neural network enables to execute multiple tasks2019

    • Author(s)
      Nara Shigetoshi, Soma Ken-ichiro, Yamaguchi Yutaka, Tsuda Ichiro
    • Journal Title

      Neuroscience Research

      Volume: - Pages: 217-224

    • DOI

      10.1016/j.neures.2019.11.009

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Three-modules Scenario in An Interpretation of Visual Hallucination in Dementia With Lewy Bodies and Preliminary Results of Computer Experiments2019

    • Author(s)
      Nara Shigetoshi, Fjii Hiroshi, Tsukada Hiromishi, Tsuda Ichiro
    • Journal Title

      Proceedings of International Joint Conference on Neural Networks,2019

      Volume: - Pages: 1-8

    • DOI

      10.1109/ijcnn.2019.8851916

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Application of chaos in a recurrent neural network to control in ill-posed problems: a novel autonomous robot arm2018

    • Author(s)
      Seiji Kuwada, Tomoya Aota, Kengo Uehara, Shigetoshi Nara
    • Journal Title

      BIOLOGICAL CYBERNETICS

      Volume: vol. 112, No. 5 Pages: 495-508

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Pseudo-neuron Device and Firing Dynamics of Their Networks Similar to Neural Synchronizing Phenomena Between Far Local Fields in the Brain2018

    • Author(s)
      Yano Tomoyuki、Goto Yoshitomo、Nagaya Tomoyuki、Tsuda Ichiro、Nara Shigetoshi
    • Journal Title

      Advances in Cognitive Neurodynamics (VI)

      Volume: vol. 4 Pages: 109-117

    • DOI

      10.1007/978-981-10-8854-4_14

    • ISBN
      9789811088537, 9789811088544
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Finding mathematics in dynamics of the brain: Walter Freeman as an outstanding applied mathematician2018

    • Author(s)
      Ichiro Tsuda
    • Journal Title

      Journal of Consciousness Studies

      Volume: 25 Pages: 121-130

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Computational theory for constrained self-organization in neural systems and its applications2017

    • Author(s)
      Ichiro Tsuda
    • Journal Title

      Advances in Neuroinformatics V

      Volume: V

    • DOI

      10.14931/aini2017.kl.3

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Presentation] 神経細胞分化のための進化的ニューラルネットワークモデル2020

    • Author(s)
      渡部大志、伊藤孝男、津田一郎
    • Organizer
      第30回日本神経回路学会全国大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 機能分化の発展力学系2020

    • Author(s)
      津田一郎
    • Organizer
      JAIST セミナー
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 脳の機能分化の神経機構解明のための変分原理による発展力学系2019

    • Author(s)
      津田一郎
    • Organizer
      「力学系の視点からの脳・神経回路の理解」、生理学研究所研究会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 心とは何かから考える知性としての「健康」2019

    • Author(s)
      桜田一洋、 津田一郎 、石原正康、森村繭子
    • Organizer
      理研横浜シンポジウム
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] An exploration of the principle of functional differentiation in the brain: mathematical models.2019

    • Author(s)
      I. Tsuda
    • Organizer
      International Symposium on Oscillology
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] A dynamical principle of functional differentiation in the brain: A mathematical point of view2019

    • Author(s)
      I. Tsuda
    • Organizer
      OIST seminar in Tani Lab
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] Mathematical modelling for functional differentiation2019

    • Author(s)
      I. Tsuda
    • Organizer
      Dynamic Brain Forum II, The 7th International Congress on Cognitive Neurodynamics (ICCN2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 拘束条件付き自己組織化の典型例としての脳の機能分化とその数理モデル2019

    • Author(s)
      津田一郎
    • Organizer
      岐阜数理科学研究会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 拘束条件付き自己組織化と機能分化2019

    • Author(s)
      津田一郎
    • Organizer
      幼・小児の成長期における脳機能の発達に関する多領域共同研究
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] A three-module scenario in an interpretation of visual hallucination in dementia with Lewy bodies and preliminary results of computer experiments2019

    • Author(s)
      S. Nara, H. Tsukada, H. Fujii, and I. Tsuda
    • Organizer
      International Joint Conference on Neural Networks 2019(IJCNN2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A dynamical principle of functional differentiation: a mathematical point of view2019

    • Author(s)
      I. Tsuda
    • Organizer
      International Joint Conference on Neural Networks 2019(IJCNN2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 変分原理による脳の機能分化の条件2019

    • Author(s)
      津田一郎
    • Organizer
      RIMS共同研究
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 自律・創発・汎用アーキテクチャ2019

    • Author(s)
      津田一郎、河村秀憲、大倉和博、山川宏
    • Organizer
      第33回人工知能学会全国大会(OS-4パネル討論セッション)
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 脳と心の創発について2019

    • Author(s)
      津田一郎
    • Organizer
      早稲田大学理工学部表現工学科セミナー
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 機械から生命へ至る拘束条件付き自己組織化2019

    • Author(s)
      津田一郎
    • Organizer
      RIMS共同研究
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] Emerging interactions yielding functional differentiation2019

    • Author(s)
      Ichiro Tsuda
    • Organizer
      The 1st International Symposium on Symbiotic Intelligent Systems
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 心はすべて数学である2019

    • Author(s)
      津田一郎
    • Organizer
      数学の創成:生命と社会の理(ことわり)のために
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] Artificial mind, real brain: are they commensurable? Emerging Perspective Program2019

    • Author(s)
      津田一郎
    • Organizer
      互いに矛盾する分散制御と中枢制御の数理神経科学的融合3
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 複雑系科学からの創発AI-人工の心と現実の脳は対話可能か?2019

    • Author(s)
      津田一郎
    • Organizer
      大阪大学浅田稔教授退職記念国際シンポジウム
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Functional differentiation via a variational principle.2019

    • Author(s)
      Ichiro Tsuda
    • Organizer
      HangZhou Forum on Cognitive Neuroscience and Intelligent Application
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 変分原理による脳の機能分化2019

    • Author(s)
      津田一郎
    • Organizer
      基盤研究B&基盤研究C合同ワークショップ
    • Related Report
      2018 Annual Research Report
  • [Presentation] 脳情報生成におけるカオスの役割2019

    • Author(s)
      津田一郎
    • Organizer
      基盤研究B&基盤研究C合同ワークショップ
    • Related Report
      2018 Annual Research Report
  • [Presentation] レビー小体型認知症における幻視の3モジュールモデル2019

    • Author(s)
      奈良重俊,藤井宏,塚田啓道,津田一郎
    • Organizer
      複合型視覚性幻覚の神経機構に関する数理モデルに関する研究会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 創発インタラクション:ダイナミクスが生みだす知の可能性2018

    • Author(s)
      津田一郎
    • Organizer
      シンギュラリティーサロン(東京)
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 創発インタラクション:ダイナミクスが生みだす知の可能性2018

    • Author(s)
      津田一郎
    • Organizer
      シンギュラリティーサロン(大阪)
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 創発インタラクションの可能性:脳科学に基づく創発型人工知能を目指して2018

    • Author(s)
      津田一郎
    • Organizer
      第32回人工知能学会オーガナイズドセッション「自律・創発・汎用AIアーキテクチャー」
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 創発インタラクションの意義:機能分化に対する変分原理と数理モデル2018

    • Author(s)
      津田一郎
    • Organizer
      全脳アーキテクチャー勉強会
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] Science of complex systems: mathematical point of view. Invited talk. Chubu University International Conference on Seeking for a New Conception of Science2018

    • Author(s)
      Ichiro Tsuda
    • Organizer
      The Future of Scientific Culture in East Asia
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 脳と心の創発インタラクションと発達:人工の心と自然の脳は対話可能か2018

    • Author(s)
      津田一郎
    • Organizer
      日本発達神経科学学会第7回学術集会
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 拘束条件付き自己組織化理論の展開:脳神経ダイナミクスと創発AI2018

    • Author(s)
      津田一郎
    • Organizer
      関西医科大学大学院講座
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 拘束条件付き自己組織化:その枠組みと脳の機能分化への応用2018

    • Author(s)
      津田一郎
    • Organizer
      物理学会九州支部例会
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 拘束条件の意味と具体化2018

    • Author(s)
      津田一郎
    • Organizer
      RIMS共同研究「Mathematical Analysis of Self-organization with Constraints」
    • Related Report
      2018 Annual Research Report
  • [Presentation] Toward the interpretation of DLB hallucinations in terms of variational principle2018

    • Author(s)
      Ichiro Tsuda
    • Organizer
      Neural Mechanisms of the DLB Hallucinations and Mathematical Modelling
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 拘束条件付き自己組織化理論とその脳科学への応用2018

    • Author(s)
      津田一郎
    • Organizer
      TFC Workshop, Emerging Perspective Program「互いに矛盾する分散制御と中枢制御の数理神経科学的融合」
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Computational theory for constrained self-organization in neural systems and its applications2017

    • Author(s)
      Ichiro Tsuda
    • Organizer
      Advances in Neuroinformatics 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 拘束条件付き自己組織化理論とその応用2017

    • Author(s)
      津田一郎
    • Organizer
      第17回Kフォーラム「今のこれからのロボット・人工知能・脳科学」
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Self-organization with constraints: The significance of invariant manifolds2017

    • Author(s)
      Ichiro Tsuda
    • Organizer
      ICCN 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Constrained self-organization in neural systems2017

    • Author(s)
      Ichiro Tsuda
    • Organizer
      Computational Principles of the Nervous System: elucidated from the observations of neural population activity
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Self-organization with constraints and and its application to insight into unstable brain activity2017

    • Author(s)
      Ichiro Tsuda
    • Organizer
      RIMS共同研究「真に複雑な系における自己組織化の原理の探求」
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Self-organization with constraints: Hermeneutics with variational model for visual hallucinations in DLB2017

    • Author(s)
      Ichiro Tsuda
    • Organizer
      Forum on Cognitive Neuroscience Frontier
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Book] 日本神経回路学会誌2021

    • Author(s)
      津田一郎(担当:pp.40-48「日本神経回路学会学術賞の受賞にあたって」)
    • Total Pages
      93
    • Publisher
      日本神経回路学会
    • Related Report
      2020 Annual Research Report
  • [Book] ARENA2020特別号「新しい科学の考え方を求めて」2020

    • Author(s)
      津田一郎(担当:pp.153-157「数学的観点から見た複雑系科学」)
    • Total Pages
      217
    • Publisher
      風媒社
    • ISBN
      9784833141444
    • Related Report
      2019 Annual Research Report
  • [Book] AI事典第3版2019

    • Author(s)
      津田一郎(担当:pp.238-241「複雑系(カオス、相転移、分岐etc)」
    • Total Pages
      400
    • Publisher
      近代科学社
    • ISBN
      9784764906044
    • Related Report
      2019 Annual Research Report
  • [Book] 結晶 第9集2019「地球文明社会への大転換の時代を先導する学園(大学)づくり」2019

    • Author(s)
      津田一郎(担当:pp.163-165「数学から心を問う私的研究遍」)
    • Total Pages
      282
    • Publisher
      中部大学
    • Related Report
      2019 Annual Research Report
  • [Book] スタディサプリ進路学問探求BOOK2019

    • Author(s)
      津田一郎(担当:pp.120-121「心を数学で解き明かせるか」)
    • Total Pages
      234
    • Publisher
      株式会社リクルート
    • Related Report
      2019 Annual Research Report
  • [Book] Self-organization with constraints ― The significance of invariant manifolds.Advances in Cognitive Neurodynamics (VI)2018

    • Author(s)
      Ichiro Tsuda
    • Total Pages
      407
    • Publisher
      Springer Dordrecht Heidelberg New York London
    • ISBN
      9789811088544
    • Related Report
      2018 Annual Research Report
  • [Book] A pseudo-neuron device and firing dynamics of their networks similar to neural synchronizing phenomena between far local fields in the brain.Advances in Cognitive Neurodynamics (VI)2018

    • Author(s)
      T. Yano, Y. Goto, T. nagaya, I. Tsuda, and S. Nara
    • Total Pages
      407
    • Publisher
      J. M. Delgado-Garcia etal. eds. Springer Nature Singapore Pte Ltd
    • ISBN
      9789811088544
    • Related Report
      2018 Annual Research Report
  • [Book] Advances in Cognitive Neurodynamics VI2018

    • Author(s)
      Ichiro Tsuda
    • Total Pages
      440
    • Publisher
      Springer-Verlag
    • ISBN
      9789811088544
    • Related Report
      2017 Annual Research Report
  • [Remarks] 津田一郎 複雑系脳科学 ―カオス脳理論―

    • URL

      http://www.isc.chubu.ac.jp/tsuda/index.html

    • Related Report
      2020 Annual Research Report 2019 Annual Research Report
  • [Remarks]

    • URL

      http://www.isc.chubu.ac.jp/tsuda/index.html

    • Related Report
      2018 Annual Research Report
  • [Remarks] 複雑系脳科学-カオス脳理論-

    • URL

      http://www.isc.chubu.ac.jp/tsuda/

    • Related Report
      2017 Annual Research Report

URL: 

Published: 2017-04-28   Modified: 2022-06-10  

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