Chaotic dynamics matching for learning to identify biological signals by higher order artificial neural circuit

通过高阶人工神经电路学习识别生物信号的混沌动力学匹配

• 批准号: 22686038
• 负责人: TSUBONE Tadashi
• 金额: $ 8.9万
• 依托单位: Nagaoka University of Technology
• 依托单位国家: 日本
• 项目类别: Grant-in-Aid for Young Scientists (A)
• 财政年份: 2010
• 资助国家: 日本
• 起止时间: 2010 至 2012
• 项目状态: 已结题
• 来源: https://kaken.nii.ac.jp/grant/KAKENHI-PROJECT-22686038/
• 关键词: ニューロン; 同定学習; カオス

Chaotic dynamics matching which can be applied for a dynamics of the control systems with high-speed and flexibly according to the condition and the task based on the chaos theory is proposed. It achieves the control and learning system based on biological signals. The following results were achieved. Stable method of chaotic dynamics matching which is effective to continuous-time signal as biological signals was shown. Systematic design procedure of learning to identify signals based on higher order spike neuron was shown and the effectiveness was clarified.

提出了一种基于混沌理论的混沌动力学匹配方法，该方法可以根据条件和任务的不同，快速、灵活地对控制系统进行动力学分析。实现了基于生物信号的控制与学习系统。取得了以下成果。提出了一种稳定的混沌动力学匹配方法，该方法对连续时间信号作为生物信号是有效的。给出了基于高阶棘波神经元学习识别信号的系统设计过程，并阐明了其有效性。

项目成果

Synchronization Phenomena of Piecewise Constant Oscillators Coupled by Hysteresis Element

磁滞元件耦合分段常数振荡器的同步现象

• 发表时间: 2012
• 作者: Keisuke Suzuk;Tadashi Tsubone
• 通讯作者: Tadashi Tsubone

Bifurcation of Chaos and Density Spectrum of Inter-Spike-Intervals from Piecewise-Constant Spike Oscillator

分段恒定尖峰振荡器的混沌分岔和尖峰间间隔的密度谱

• 发表时间: 2012
• 作者: Takahiro Aoki;Tadashi Tsubone
• 通讯作者: Tadashi Tsubone

Stabilizing Unknown Steady States of Piecewise Linear Systems by Occasional Proportional Feedback Based on Stability Transformation Method

基于稳定性变换方法的偶然比例反馈稳定分段线性系统的未知稳态

• 发表时间: 2011
• 作者: Tadashi Tsubone;Takumi Hasegawa
• 通讯作者: Takumi Hasegawa

安定性変換に基づく未知定常状態の安定化

基于稳定性变换的未知稳态的稳定化

• 发表时间: 2013
• 期刊: 電子情報通信学会論文誌
• 作者: 長谷川 拓海;坪根 正
• 通讯作者: 坪根 正

Chaos control based on stability Transformation method for unstable periodic orbits

• DOI: 10.1587/nolta.3.246
• 发表时间: 2012
• 期刊: Nonlinear Theory and Its Applications, IEICE
• 作者: Yuki Kawai;T. Tsubone