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Experimentaland Theoretical Studies on Neural Coding

Research Project

Project/Area Number 05044099
Research Category

Grant-in-Aid for international Scientific Research

Allocation TypeSingle-year Grants
SectionJoint Research
Research InstitutionOsaka University

Principal Investigator

SATO Shunsuke  Osaka University, Faculty of Engineering Science Department of Biophysical Engineering, 基礎工学部, 教授 (60014015)

Co-Investigator(Kenkyū-buntansha) DICRESCENZO Antonio  University of Naples Department of Mathematics and Applications, 講師
STIBER Michael d.  Hong Kong University of Science and Technology Department of Computer Science, 計算機科学科, 講師
SEGUNDO Josep.  University of California, School of Medicine Department of Anatomy and Cell Biol, 名誉教授
NOMURA Taishin  Osaka University, Faculty of Engineering Science Department of Biophysical Engin, 基礎工学部, 日本学術振興会 特別
DOI Shinji  Osaka University, Faculty of Engineering Science Department of Biophysical Engin, 基礎工学部, 助手 (50217600)
STIBER MICHA  香港科学技術大学, 講師
SEGUNDO JOSE  カリフォルニア大学, 医学部, 教授
Project Period (FY) 1993 – 1994
Project Status Completed (Fiscal Year 1994)
Budget Amount *help
¥6,500,000 (Direct Cost: ¥6,500,000)
Fiscal Year 1994: ¥3,000,000 (Direct Cost: ¥3,000,000)
Fiscal Year 1993: ¥3,500,000 (Direct Cost: ¥3,500,000)
Keywordsneuralcoding / Hodgkin-Huxleyequation / Bonhoeffer-vander Polequation / Cantorfunction-likegraph / apacemaker neuron / isochron / phase transtioncurve / bifurcationdiagrams / a modifiedIRC model / ペースメーカ細胞 / 神経振動子 / 刺激応答特性 / 分岐現象 / カオス / 大域的応答特性
Research Abstract

For the study of information processing mechanisms in the nervous system, it is crucial to understand how events from the outer world and their relationships are encoded. Much work has been done along these lines. A report on neural coding was published in the 60's by Perkel et al.and they introduced several physiological processes for information transmission in single cells and also the candidate codes by which the nervous system sends and retrieves information. Takahashi et al.stimulated the squid giant axon by periodic current stimuli and measured the corresponding membrane voltage. Segundo et al.observed how the firing patterns and frequency of a single cell were modulated when it received periodic inhibitory inputs. Harmon's model was an electric analog mimicking single neuron activities. The Hodgkin-Huxley(abbreviated by H-H)and Nagumo equations were mathematical models. Perkel carried out computer simulations of pacemaker neurons of Aplysia driven by excitatory or inhibitory sy … More naptic inputs. The H-H equation were used to clarify the underlying mechanisms of the membrane excitations related to the periodic and chaotic responses of single neurons. The Bonhoeffer-van der Pol(BVP)model is used to simulate the neural behaviors since it provides a simpler model.All these publications are relevant to neural coding, namely implications of an individual neuron's dynamics and nonlinearlity for its computational properties.
Results obtained in the present research program on neural coding are as follows :
1)The characteristics of the BVP neuron model response to periodic pulse stimulus are investigated. Temporal patterns of the output of the model are analyzed as a function of the stimulus intensity and period. The BVP model exhibits the same chaotic behavior and a Cantor function like graph of the response frequency(mean frequency)as in electrophysiological experiments. This shows that the BVP model describes the complicated response characteristics of the neuron at least qualitatively.
2)A recent investigation of the influence of periodic inhibitory trains on a crayfish pacemaker neuron showed not only well-known locked periodic responses but also intermittent, messy and hopping responses. This communication studies the responses of the BVP model with self-sustained oscillation when exposed to periodic pulse trains inputs. The analysis is similar to that used in crayfish and reveals interesting features, both comparable and complementary to those seen in the living preparation.
3)The BVP oscillator is a valuable dynamical system model of pacemaker neurons. Isochron, phase transition curves(PTC)and two dimensional bifurcation diagrams served to analyze the neuron's response to periodic pulse stimuli. Responses are described and explained in terms of the nonlinear dynamical system theory. An important issue in the generation of spikes by pacemaker neurons is the existence of both slow and fast dynamics in the state point's trajectory in the phase plane. It is this feature in particular that makes the BVP oscillator a faithful model of living pacemaker neurons. Comparison of the model's responses with those of a living pacemaker was based also on return maps of interspike intervals. Analyzed in detail were the complex discharges called 'stammering'which involve interspike intervals that arise unexpectably and exhibit histgrams with several modes separated by the equal intervals.
4)A simple mathematical model of living pacemaker neurons is proposed. The model has a unit circle limit cycle and radial isochrons and the state point moves slowly in one region and fast in the remaining region ; regions can correspond to the subthreshold activity and to the action potentials of pacemaker neurons, respectively. The global bifurcation structure when driven by periodic pulse trains was investigated using one-dimensional maps(PTC), two-dimensional bifurcation diagrams, and skeletons involving stimulus period and intensity. The existence of both the slow and the fast dynamics has a critical influence on the global bifurcation structure of the oscillator when stimulated periodically. Less

Report

(2 results)
  • 1994 Final Research Report Summary
  • 1993 Annual Research Report
  • Research Products

    (49 results)

All Other

All Publications (49 results)

  • [Publications] 山脇伸行,佐藤俊輔,土居伸二: "刺激パルス幅が興奮性膜の電子回路モデルの刺激-応答特性に及ぼす影響" 電気学会論文誌C. (to appear).

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] J.Inoue,S.Sato,L.M.Ricciardi: "On the parameter estimation for diffusion models of single neurons' activities.I.Application to spontaneouse activities of MRF cells in sleep and waking states" Biological Cybernetics. (to appear).

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Shinji Doi and Shunsuke Sato: "The Global Bifurcation Structure of the BVP Neuronal Model Driven by Periodic Pulse Trains" Mathematical Biosciences. (to appear).

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] T.Tateno,S.Doi,S.Sato,L.M.Ricciardi: "Stochastic phase lockings in a relaxation oscillator forced by a periodic input with additive noise--a first-passage-time approach--" J.of Statistical Physics. 78. 917-935 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] T.Nomura,S.Sato,S.Doi,J.P.Segundo,M.D.Stiber:"A modified radial isochron clock with slow and fast dynamics as a model of pacemaker neurons.Global bifurcation structure when driven by periodic pulse trains" Biological Cybernetics. 72. 93-101 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] T.Nomura,S.Sato,S.Doi,J.P.Segundo,M.D.Stiber:"Global bifurcation structure of a Bonhoeffer van der Pol oscillator driven by periodic pulse trains.Comparison with data from an inhibitory synapse" Biological Cybernetics. 72. 55-67 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] B.Zhang,S.Sato: "A time-frequency distribution of Cohen's Class with a compound kernel and its application to speech signal processing" IEEE Trans.Signal Processing. 42. 54-64 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] B.Zhang,S.Sato,P.C.Ching: "Speech Signal Processing Using a Time-Frequency Distribution of Cohen's Class" Proc.IEEE-SP Int.Symp.on Time-Frequency and Time-Scale Analysis (Oct.25-28,1994,Philadelphia). 624-627 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 高畑友昭,野村泰伸,土居伸二,佐藤俊輔: "小規模ネットワークによるCPG(中枢パターン発生器)の構成と周期入力に対する応答" 信学技報,MEとバイオサイバネティックス研究会. MBE94-3. 17-24 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 前田義信,土居伸二,野村泰伸,佐藤俊輔: "イソアワモチペースメーカー細胞モデルの簡約とその位相空間解析" 信学技報,MEとバイオサイバネティックス研究会. MBE94-4. 25-32 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 井上淳子,佐藤俊輔,リチアルディルイジ: "発火間隔モーメントからのニューロンへの入力の推定-拡散モデルに基づく考察-" 信学技報,MEとバイオサイバネティックス研究会. MBE94-5. 33-40 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 山野辺貴信,土居伸二,佐藤俊輔: "簡約化されたHodgkin-Huxley方程式の解析" 信学技報,MEとバイオサイバネティックス研究会. MBE94-6. 41-48 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 山脇伸行,佐藤俊輔,土居伸二: "興奮性膜の電子回路モデルの周期パルス入力に対する応答特性" 電気学会誌C. 114(2). 1297-1303 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 前田義信,土居伸二,野村泰伸,佐藤俊輔: "イソアワモチペースメーカー細胞モデルの簡約化について" 日本神経回路学会誌. 1(1). 12-19 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 佐藤俊輔: "神経コーディングと数理モデル" 生産技術誌. 46. 39-42 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Shunsuke Sato: "Wiener and other analyses of nonlinear systems and signals and their applications to biology" Frontier in Medical and Biological Engineering. 6. 1-35 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Shunsuke Sato,Shinji Doi and Taishin Nomura:"A Bonhoeffer-van der Pol Oscillator Model of the Sino-Atrial Node:A Possible Mecjanism of Heart Rate Regulation" Methods of Information in Medicine. 33. 116-119 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 佐藤俊輔: "ゆらぎの解析法" SUT Bulltin. 11(12). 12-17 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 梅本 亨,榎本豪信,五味健一,佐藤俊輔: "制御呼吸下における心拍間隔変動について" 信学技報,MEとバイオサイバネティックス研究会. MBE94-7. 49-56 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 佐藤俊輔: "複数の生体信号の長時間無拘束計測と解析研究会の総括" 日本ME学会専門別研究会「複数の生体信号の長時間無拘束計測と解析研究会研究報告集」. 1(6). 169-179 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 小倉久直,佐藤俊輔: "Wiener非線形解析-理論・応用-,情報理論とその応用シリーズ2,確率過程,第6章" 培風館, 43 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 佐藤俊輔: "初通過時間とレベルクロス問題,情報理論とその応用シリーズ2,確率過程,第7章" 培風館, 35 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 添田春人,佐藤俊輔: "待ち時間問題-拡散過程近似-,情報理論とその応用シリーズ2,確率過程,第8章" 培風館, 15 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] T.Nomura, S.Sato, S.Doi, J.Segundo, M.D.Stiber: "A Bonhoeffer-van der Pol osillator model of locked and non-locked behavior of living pacemaker neurons" Biological Cybernetics. 69. 429-437 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] S.Sato: "Analyzes of non-linear systems and their application to biology" Frontiers Med.Biol.Engng.6. 1-35 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] B.Zhang, S.Sato: "A Time-Frequency Distribution of Cohen's Class with a Cpmpound Kernels and its Application to Speech Signal Processing" IEEE Trans.on Signal Processing. 42. 54-64 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] S.Sato, S.Doi, T.Nomura: "A Bonhoeffer-van der Pol Oscillator Model of the Sino-Atrial Node : A Possible Mechanism of Heart Rate Regulation" Methods of Information in Medicine. 33. 116-119 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] T.Tateno, S.Doi, S.Sato and L.M.Ricciardi: "Stochastic phase lockings in a relaxation oscillator forced by a periodic input with additive noise-a first-passage-time approach-" J.Statistical Physics. 78. 917-935 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] T.Nomura, S.Sato, S.Doi, J.P.Segundo and M.D.Stiber: "Global Bifurcation Structure of a Bonhoeffer van der Pol Oscillator Driven by Periodic Pulse Trains. Comparison with Data from a Periodically Inhibited Biological Pacemaker" Biological Cybernetics. 72. 55-67 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] T.Nomura, S.Sato, S.Doi, J.P.Segundo and M.D.Stiber: "A Modified Radial Isochron Clock with Slow and Fast Dynamics as a Model of pacemaker Neurons. Global Bifurcation Structure When Driven by Periodic Pulse Trains" Biological Cybernetics. 72. 93-102 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] S.Doi and S.Sato: "The global bifurcation structure of the BVP neuronal model driven by periodic pulse trains" Mathematical Biosciences. (in press). (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] J.Inoue, S.Sato and L.M.Ricciardi: "On the parameter estimation for the diffusion model of single neurons' activities. I.Application to spontaneous activities of MRF cells in sleep and waking state" Biological Cybernetics. (to appear).

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] T.Nomura,S.Sato,S.Doi,J.P.Segundo,M.D.Stiber: "A modified radial isochron clock with slow and fast dynamics as a model of pacemaker neurons.Global bifurcation structure when driven by periodic pulse trains" in preparation.

    • Related Report
      1993 Annual Research Report
  • [Publications] 山脇伸行,佐藤俊輔,土居伸二: "興奮性膜の電子回路モデルの周期パルス入力に対する応答特性" submitted.

    • Related Report
      1993 Annual Research Report
  • [Publications] Shinji Doi and Shunsuke Sato: "The Global Bifurcation Structure of the BVP Neuronal Model Driven by Periodic Pulse Trains" submitted. (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] T.Nomura,S.Sato,S.Doi,J.P.Segundo,M.D.Stiber: "Global bifurcation structure of a Bonhoeffer van der Pol oscillator driven by periodic pulse trains.Comparison with data from an inhibitory synapse" submitted.

    • Related Report
      1993 Annual Research Report
  • [Publications] Shunsuke Sato: "Wiener and other analyses of nonlinear systems and signals and their applications to biology" Frontier in Medical and Biological Engineering to appear.

    • Related Report
      1993 Annual Research Report
  • [Publications] Shunsuke Sato,Shinji Doi and Taishin Nomura: "A Bonhoeffer-van der Pol Oscillator Model of the Sino-Atrial Node:A Possible Mecjanism of Heart Rate Regulation" Methods of Information in Medicine. 33. (1994)

    • Related Report
      1993 Annual Research Report
  • [Publications] T.Nomura,S.Sato,S.Doi,J.P.Segundo,M.D.Stiber: "A Bonhoeffer-van der Pol oscillator model of locked and non-locked behavior of living pacemaker neurons" Biological Cybernetics. 69. 429-437 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] Taishin Nomura,Shunsuke Sato,Shinji Doi,Jose P.Segundo and Michael D.Stiber: "Locked and Non-Locked Responses of the BVP Oscillator to Periodic Pulse Trains" Proceedings of International Joint Conference on Neural Networks. 1. 1313-1316 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 佐藤俊輔,井上淳子: "逆ガウス分布とその応用" 電子情報通信学会論文誌A. J76-A(8). 1002-1011 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 井上淳子,佐藤俊輔: "Ornstein-Uhlenbeck過程の初通過時間分布のPearsonプロットと神経発火間隔データへの当てはめ" 電子情報通信学会論文誌A. J76-A(8). 1011-1017 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 野村泰伸,佐藤俊輔,土居伸二: "自発的神経活動のモデル-BVPモデルからmRICモデルへ" MEとバイオサイバネティックス研究会. MBE93-25. 129-136 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 前田義信,土居伸二,佐藤俊輔: "Hodgkin-Huxley神経モデルの2次元分岐図" MEとバイオサイバネティックス研究会. MBE93-25. 105-112 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 館野高,土居伸二,佐藤俊輔: "On the period of a relaxation oscillator forced by periodic inputs with additive noise-A first-passage-time approach" 統計数理研究所共同研究リポート 工学/理学における不規則現象の解析. 49. 41-48 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 山脇伸行,佐藤俊輔,土居伸二: "興奮性膜の電子回路モデルの周期パルス入力に対する応答特性" 第8回生体生理工学シンポジウム報告集. 8. 345-348 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 川崎伸子,土居伸二,佐藤俊輔: "拡散により結合されたBVP振動子群の振動周期" MEとバイオサイバネティックス研究会. MBE93-25. 121-128 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 山脇伸行,佐藤俊輔,土居伸二: "ハードウェアニューロンモデルの周期パルス入力に対する応答特性" MEとバイオサイバネティックス研究会. MBE93-25. 113-120 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 佐藤俊輔,土居伸二: "BVP神経モデルの周期パルス刺激に対する応答 ニューラルシステムにおけるカオス(合原一幸編著),第4章" 東京理科大学出版会, 27 (1993)

    • Related Report
      1993 Annual Research Report

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Published: 1993-04-01   Modified: 2016-04-21  

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