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Design of Neural Network with Autonomy and its Circuit Implementation

Research Project

Project/Area Number 26540127
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Soft computing
Research InstitutionThe University of Tokushima

Principal Investigator

Yoko Uwate  徳島大学, 大学院理工学研究部, 准教授 (80582642)

Co-Investigator(Kenkyū-buntansha) 西尾 芳文  徳島大学, 大学院理工学研究部, 教授 (80253227)
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2016: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2015: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2014: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywordsニューラルネットワーク / 脳情報処理 / 複雑系ネットワーク / 自律性 / 同期現象
Outline of Final Research Achievements

In this study, we investigate autonomy when applying new brain information processing function clarified by neuroscience to artificial neural network. Recently, it has been clarified that firing pattern of neuron group shows polygonal structure in cognitive process. Therefore, we investigate the case where the advanced oscillator neuron model is combined with a polygonal shape.
Next, as an approach toward circuit implementation of a neural network, consider a system in which a neuron model is replaced with a one-dimensional map. Furthermore, we implement the circuit of the proposed neural network. By realizing it in a circuit, enormous data can be processed faster and various applications are expected.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (28 results)

All 2017 2016 2015 2014

All Journal Article (21 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 21 results,  Open Access: 8 results,  Acknowledgement Compliant: 21 results) Presentation (7 results) (of which Int'l Joint Research: 7 results)

  • [Journal Article] K-Means Algorithm Using Improved Firefly Algorithm2017

    • Author(s)
      Masaki TAKEUCHI, Thomas OTT, Haruna MATSUSHITA, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing (NCSP'17)

      Volume: 1 Pages: 225-228

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Analysis of Firefly Algorithm Combined with Chaotic Map2017

    • Author(s)
      Masaki MORIYAMA, Masaki TAKEUCHI, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing (NCSP'17)

      Volume: 1 Pages: 229-232

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Synchronization in Two Rings of Coupled Three van der Pol Oscillators2017

    • Author(s)
      Daiki NARIAI, Minh Hai TRAN, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing (NCSP'17)

      Volume: 1 Pages: 289-292

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Synchronization of Coupled Two Rings of Chaotic Circuits2017

    • Author(s)
      Katsuki NAKASHIMA, Kazuki UETA, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing (NCSP'17)

      Volume: 1 Pages: 325-328

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Synchronization Phenomena in Complex Networks of Coupled Chaotic Circuits with Different Degree Distribution2017

    • Author(s)
      Shuhei HASHIMOTO, Takahiro CHIKAZAWA, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing (NCSP'17)

      Volume: 1 Pages: 333-336

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Deep Learning Improving Learning Efficiency by Using Noise for Back Propagation2016

    • Author(s)
      Kazuki NAGAO, Shinsaburo KITTAKA, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of IEEE Workshop on Nonlinear Circuit Networks (NCN'16)

      Volume: 1 Pages: 1-4

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Improved Firefly Algorithms Including Slow Fireflies2016

    • Author(s)
      Masaki TAKEUCHI, Haruna MATSUSHITA, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of IEEE Workshop on Nonlinear Circuit Networks (NCN'16)

      Volume: 1 Pages: 53-56

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Switching Synchronization States of Ring System of Chaotic Circuit Including Time Delay in One-Direction2016

    • Author(s)
      Seiya KITA, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of IEEE Workshop on Nonlinear Circuit Networks (NCN'16)

      Volume: 1 Pages: 67-70

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Synchronization in Oscillators Coupled by Transmission Line Model with Different Length2016

    • Author(s)
      Yoko UWATE, Yuichi TANJI and Yoshifumi NISHIO
    • Journal Title

      Proceedings of RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing

      Volume: 1 Pages: 455-458

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Synchronization Phenomena of Complex Networks by Using Parametrically Excited Oscillators2015

    • Author(s)
      Kosuke OI, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of International Workshop on Nonlinear Maps and their Applications

      Volume: 1 Pages: 22-25

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Delay-Induced Synchronization States in Two Coupled Cubic Maps2015

    • Author(s)
      Yuki FUJISAWA, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of International Workshop on Nonlinear Maps and their Applications

      Volume: 1 Pages: 30-33

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Synchronization in Bubble Structure Using Coupled Oscillators2015

    • Author(s)
      Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of International Workshop on Vision, Communications and Circuits

      Volume: 1 Pages: 93-95

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Synchronization in Two van der Pol Oscillators Coupled by Transmission Line Model2015

    • Author(s)
      Yoko UWATE, Yuichi TANJI and Yoshifumi NISHIO
    • Journal Title

      Proceedings of International Symposium on Nonlinear Theory and its Applications

      Volume: 1 Pages: 109-112

    • NAID

      40020807155

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Effetiveness of Combination of Artificial Immune System and VIRUS Theory of Evolution for QAPs2014

    • Author(s)
      Takuya INOUE, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of International Symposium on Nonlinear Theory and its Application

      Volume: 1 Pages: 160-163

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Frustrations in Strongly Coupled Polygonal Oscillatory Networks2014

    • Author(s)
      Yoko UWATE, Yoshifumi NISHIO and Ruedi STOOP
    • Journal Title

      Proceedings of International Symposium on Nonlinear Theory and its Application

      Volume: 1 Pages: 377-380

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Breakdown of Inter-Cluster Synchronization of Coupled Chaotic Circuits Arranged in One-Dimensional Coordinate2014

    • Author(s)
      Jun SHIOMOTO, Yoko UWATE, Thomas OTT and Yoshifumi NISHIO
    • Journal Title

      Proceedings of International Symposium on Nonlinear Theory and its Application

      Volume: 1 Pages: 640-643

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Synchronizations and Oscillations of Negative Coupled Neural Oscillators2014

    • Author(s)
      Yuki SHOJI, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of International Symposium on Nonlinear Theory and its Application

      Volume: 1 Pages: 827-830

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Oscillation Death and Amplitude Change in Coupled van der Pol Oscillators with Strong Frustrations2014

    • Author(s)
      Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of IEEE Asia Pacific Conference on Circuits and Systems

      Volume: 1 Pages: 233-236

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Comparison of Synchronization Phenomena in Three Network Topologies2014

    • Author(s)
      Jun SHIOMOTO, Yoko UWATE, Thomas OTT and Yoshifumi NISHIO
    • Journal Title

      Proceedings of IEEE Workshop on Nonlinear Circuit Networks

      Volume: 1 Pages: 36-38

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Image Processing by Cellular Neural Networks with Reinforcement Learning2014

    • Author(s)
      Kazushige NATSUNO, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of IEEE Workshop on Nonlinear Circuit Networks

      Volume: 1 Pages: 46-48

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Investigation of Oscillation Death in Strongly Coupled Polygonal Oscillatory Networks2014

    • Author(s)
      Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing

      Volume: 1 Pages: 413-416

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] Synchronization State of a Ring of Coupled One-Direction Time-Delayed Chaotic Circuits2016

    • Author(s)
      Seiya KITA, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      IEEE CASS Shanghai and Shikoku Chapters Joint Workshop on Circuits and Systems (SSJW'16)
    • Place of Presentation
      上海交通大学 (上海, 中国)
    • Year and Date
      2016-11-24
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Deep Learning for Noisy Back Propagation2016

    • Author(s)
      Kazuki NAGAO, Shinsaburo KITTAKA, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      IEEE CASS Shanghai and Shikoku Chapters Joint Workshop on Circuits and Systems (SSJW'16)
    • Place of Presentation
      上海交通大学 (上海, 中国)
    • Year and Date
      2016-11-24
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Features of Firefly Algorithm Inceasing Females2016

    • Author(s)
      Masaki TAKEUCHI, Haruna MATSUSHITA, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      Taiwan and Japan Conference on Circuits and Systems (TJCAS'16)
    • Place of Presentation
      National Cheng Kung University, Tainan, Taiwan
    • Year and Date
      2016-08-01
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Synchronization Phenomena in a Ring of Coupled Three van der Pol Oscillators2016

    • Author(s)
      Daiki NARIAI, Minh Hai TRAN, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      Taiwan and Japan Conference on Circuits and Systems (TJCAS'16)
    • Place of Presentation
      National Cheng Kung University, Tainan, Taiwan
    • Year and Date
      2016-08-01
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Synchronization in Frustrated Coupled Oscillatory Systems2016

    • Author(s)
      Yoko UWATE, Yoshifumi NISHIO and Ruedi STOOP
    • Organizer
      IEEE CASS Guangzhou and Shikoku Chapters Joint Workshop on Circuits and Systems (GSCAS'16)
    • Place of Presentation
      South China University of Technology, Guangzhou, China
    • Year and Date
      2016-07-15
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Firefly Algorithm Focused on Female Moving Distance2016

    • Author(s)
      Masaki TAKEUCHI, Haruna MATSUSHITA, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      IEEE CASS Guangzhou and Shikoku Chapters Joint Workshop on Circuits and Systems (GSCAS'16)
    • Place of Presentation
      South China University of Technology, Guangzhou, China
    • Year and Date
      2016-07-15
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] SOCIAL NETWORK MODELING BY USING COUPLED OCSILLATORY SYSTEMS2016

    • Author(s)
      Yoko UWATE and Yoshifumi Nishio
    • Organizer
      TMAC Spring Symposium 2016
    • Place of Presentation
      マレーシアマラッカ技術大学、マラッカ(マレーシア)
    • Year and Date
      2016-02-29
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research

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Published: 2014-04-04   Modified: 2018-03-22  

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