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2009 Fiscal Year Final Research Report

Artificial Brain Construction based on a Massive Connection of Higher-order and Active Silicon Neurons

Research Project

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Project/Area Number 18360159
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Electron device/Electronic equipment
Research InstitutionTohoku University

Principal Investigator

NAKAJIMA Koji  Tohoku University, 電気通信研究所, 教授 (60125622)

Co-Investigator(Kenkyū-buntansha) SATO Shigeo  東北大学, 電気通信研究所, 准教授 (10282013)
HAYAKAWA Yoshihiro  仙台高等専門学校, 准教授 (20250847)
ONOMI Takeshi  東北大学, 電気通信研究所, 助教 (70312676)
Project Period (FY) 2006 – 2009
Keywordsニューラルネットワーク / バースト発火現象 / 高次ダイナミクス / IDモデル / 集積回路 / ニューロチップ / 能動素子 / シリコンブレイン
Research Abstract

We have analyzed bursting characteristics of neuron models based on a concept of potential with active areas. The parameter dependence of coupling oscillators with burst has been clarified. An LSI microchip with 36 neuron units have been measured to analyze coupling systems, and discussed to increase system size. We obtained 100% success rate for TSP and QAP problems solving on neural networks with higher order dynamics.

  • Research Products

    (49 results)

All 2010 2009 2008 2007 2006

All Journal Article (19 results) (of which Peer Reviewed: 19 results) Presentation (30 results)

  • [Journal Article] Design of the Inverse Function Delayed Neural Network for Solving Combinatorial Optimization Problems2010

    • Author(s)
      Y. Hayakawa, K. Nakajima
    • Journal Title

      IEEE Trans. Neural Network vol. 21, no. 2

      Pages: 224-237

    • Peer Reviewed
  • [Journal Article] Implementation of High-Speed Single Flux-Quantum Up/Down Counter for the Neural Computation Using Stochastic Logic2009

    • Author(s)
      T. Onomi, T. Kondo, K. Nakajima
    • Journal Title

      IEEE Trans. Applied Superconductivity vol. 19, no. 3

      Pages: 626-629

    • Peer Reviewed
  • [Journal Article] Parameter Analysis for Removing the Local Minima of Combinatorial Optimization Problems by Using the Inverse Function Delayed Neural Network2009

    • Author(s)
      Y. Hayakawa, K. Nakajima
    • Journal Title

      Advances in Neuro-Information Processing, 15th Int. Conf., ICONIP 2008, Auckland, New Zealand, November 25-28, 2008, Revised Selected Papers Part I

      Pages: 875-882

    • Peer Reviewed
  • [Journal Article] 外観検査システムのための高速ハードウェアニューラルネットワークの設計2009

    • Author(s)
      千承佑, 早川吉弘, 中島康治
    • Journal Title

      電子情報通信学会論文誌A vol. J92-A, no. 1

      Pages: 37-47

    • Peer Reviewed
  • [Journal Article] RF impedance of intrinsic Josephson junction in flux-flow state with a periodic pinning potential2008

    • Author(s)
      Y. Yamada, K. Nakajima, K. Nakajima
    • Journal Title

      Physica C vol. 468

      Pages: 1295-1297

    • Peer Reviewed
  • [Journal Article] Bursting characteristics of a neuron model based on a concept of potential with active areas2008

    • Author(s)
      K. Nakajima, S. Suenaga
    • Journal Title

      Chaos, American Institute of Physics vol. 18

      Pages: 023120

    • Peer Reviewed
  • [Journal Article] Recalling Temporal Sequences of Patterns Using Neurons with Hysteretic Property2008

    • Author(s)
      J. Sveholm, Y. Hayakawa, K. Nakajima
    • Journal Title

      IEICE Trans. Fundamentals vol. E91-A, No. 4

      Pages: 943-950

    • Peer Reviewed
  • [Journal Article] Hardware Neural Network for a Visual Inspection System2008

    • Author(s)
      S. Chun, Y. Hayakawa, K. Nakajima
    • Journal Title

      IEICE Trans. Fundamentals vol. E91-A, No. 4

      Pages: 935-942

    • Peer Reviewed
  • [Journal Article] High-speed single flux-quantum up/down counter for neural computation using stochastic logic2008

    • Author(s)
      T. Onomi, T. Kondo, K. Nakajima
    • Journal Title

      Journal of Physics : Conference Series vol. 97

      Pages: 012187

    • Peer Reviewed
  • [Journal Article] Avoidance of the Permanent Oscillating State in the Inverse Function Delayed Neural Network2007

    • Author(s)
      A. Sato, Y. Hayakawa, K. Nakajima
    • Journal Title

      IEICE Trans. Fundamentals vol. E90-A, no. 10

      Pages: 2101-2107

    • Peer Reviewed
  • [Journal Article] Design of a Neural Network Chip for the Burst ID Model with Ability of Burst Firing2007

    • Author(s)
      S. Suenaga, Y. Hayakawa, K. Nakajima
    • Journal Title

      IEICE Trans. Fundamentals vol. E90-A, no. 4

      Pages: 715-723

    • Peer Reviewed
  • [Journal Article] Macroscopic Quantum Tunneling and Resonant Activation of Current Biased Intrinsic Josephson Junctions in Bi-22122007

    • Author(s)
      S. Sato, K. Inomata, M. Kinjo, N. Kitabatake, K. Nakajima, H. B. Wang, T. Hatano
    • Journal Title

      IEICE Trans. Electronics vol. E90-C, no. 3

      Pages: 599-604

    • Peer Reviewed
  • [Journal Article] Study of macroscopic quantum tunnelling in Bi_2Sr_2CaCu_2O_<8+δ> intrinsic Josephson junctions2007

    • Author(s)
      K. Inomata, S. Sato, M. Kinjo, N. Kitabatake, H. B. Wang, T. Hatano, K. Nakajima
    • Journal Title

      Superconductor Science and Technology vol. 20, no. 1

      Pages: S105-S109

    • Peer Reviewed
  • [Journal Article] Inverse Function Delayed モデルによる組み合わせ最適化問題正解率のパラメータ依存性2006

    • Author(s)
      佐藤朱里, 早川吉弘, 中島康治
    • Journal Title

      電子情報通信学会論文誌基礎・境界 vol. J89-A, no. 11

      Pages: 960-972

    • Peer Reviewed
  • [Journal Article] Quantum Neural Network Composed of Kane's Qubits2006

    • Author(s)
      Y. Nakamiya, M. Kinjo, O. Takahashi, S. Sato, K. Nakajima
    • Journal Title

      Jpn.Journal of Applied Physics vol. 45, No. 10A

      Pages: 8030-8034

    • Peer Reviewed
  • [Journal Article] Dynamical Behavior of Neural Networks with Anti-Symmetrical Cyclic Connections2006

    • Author(s)
      S. Suenaga, Y. Hayakawa, K. Nakajima
    • Journal Title

      IEICE Trans. Fundamentals vol. E89-A, no. 10

      Pages: 2775-2786

    • Peer Reviewed
  • [Journal Article] Temporal Sequences of Patterns with an Inverse Function Delayed Neural Network2006

    • Author(s)
      J. Sveholm, Y. Hayakawa, K. Nakajima
    • Journal Title

      IEICE Trans. Fundamentals vol. E89-A, no. 10

      Pages: 2818-2824

    • Peer Reviewed
  • [Journal Article] Hardware Implementation of an Inverse Function Delayed Neural Network Using Stochastic Logic2006

    • Author(s)
      H. Li, Y. Hayakawa, S. Sato, K. Nakajima
    • Journal Title

      IEICE Trans. Information and Systems vol. E89-D, no. 9

      Pages: 2572-2578

    • Peer Reviewed
  • [Journal Article] RF Responses and In-Phase Josephson Vortex Motion in an Intrinsic Josephson Junction System with a Periodic Pinning Potential2006

    • Author(s)
      Y. Yamada, K. Nakajima, K. Nakajima
    • Journal Title

      Journal of the Korean Physical Society vol. 48, no. 5

      Pages: 1053-1056

    • Peer Reviewed
  • [Presentation] Low-Tc ジョセフソン接合列における集団的スイッチング特性2010

    • Author(s)
      渡辺峰生, 片山秀瑛, 桜庭栄, 猪股邦宏, 小野美武, 佐藤茂雄, 中島康治
    • Organizer
      2010年春季 第57回応用物理学関係連合講演会
    • Place of Presentation
      平塚
    • Year and Date
      2010-03-18
  • [Presentation] 大規模集積回路のためのSFQ Booth Encoder2010

    • Author(s)
      中本涼介, 桜庭栄, 小野美武, 佐藤茂雄, 中島康治
    • Organizer
      電子情報通信学会2010年総合大会
    • Place of Presentation
      仙台
    • Year and Date
      2010-03-16
  • [Presentation] 4ビット並列高速フーリエ変換システム2010

    • Author(s)
      桜庭栄, 小野美武, 中島康治
    • Organizer
      電子情報通信学会2010年総合大会
    • Place of Presentation
      仙台
    • Year and Date
      2010-03-16
  • [Presentation] van der Pol 相互結合系のポテンシャルとアクティブエリアに基づく動解析2010

    • Author(s)
      黒瀬幸司, 曽田尚宏, 早川吉弘, 佐藤茂雄, 中島康治
    • Organizer
      電子情報通信学会2010年総合大会
    • Place of Presentation
      仙台
    • Year and Date
      2010-03-16
  • [Presentation] 高次結合ネットワークによる組み合わせ最適化問題解探査のパラメータ特性2010

    • Author(s)
      曽田尚宏, 黒瀬幸司, 早川吉弘, 佐藤茂雄, 中島康治
    • Organizer
      電子情報通信学会2010年総合大会
    • Place of Presentation
      仙台
    • Year and Date
      2010-03-15
  • [Presentation] 離散時間高次結合逆関数遅延ネットワーク2010

    • Author(s)
      曽田尚宏, 黒瀬幸司, 早川吉弘, 佐藤茂雄, 中島康治
    • Organizer
      信学技報
    • Place of Presentation
      東京
    • Year and Date
      2010-03-10
  • [Presentation] 2次ポテンシャル上にアクティブエリアを持つ振動子相互結合系の振る舞い2010

    • Author(s)
      黒瀬幸司, 曽田尚宏, 早川吉弘, 佐藤茂雄, 中島康治
    • Organizer
      信学技報
    • Place of Presentation
      東京
    • Year and Date
      2010-03-10
  • [Presentation] 超伝導ニューラルネットワークとその4-Queen問題への応用2010

    • Author(s)
      前波勇介, 小野美武, 早川吉弘, 佐藤茂雄, 中島康治
    • Organizer
      信学技報
    • Place of Presentation
      東京
    • Year and Date
      2010-03-10
  • [Presentation] Booth encoder for large scale integration SFQ circuits2010

    • Author(s)
      R. Nakamoto, S. Sakuraba, T. Onomi, S. Sato, K. Nakajima
    • Organizer
      Proceedings of Superconducting SFQ VLSI Workshop SSV 2010
    • Place of Presentation
      Yokohama Japan
    • Year and Date
      2010-01-13
  • [Presentation] High Throughput Parallel Arithmetic Circuits for Fast Fourier Transform2010

    • Author(s)
      S. Sakuraba, A. Martins, T. Onomi, S. Sato, K. Nakajima
    • Organizer
      Proceedings of Superconducting SFQ VLSI Workshop SSV 2010
    • Place of Presentation
      Yokohama Japan
    • Year and Date
      2010-01-13
  • [Presentation] ホップフィールドネットワークと断熱的量子計算2009

    • Author(s)
      佐藤茂雄, 金城光永, 中島康治
    • Organizer
      信学技報
    • Place of Presentation
      屋久島
    • Year and Date
      2009-11-11
  • [Presentation] Analyses of Two Dimensional Hindmarsh-Rose Type Model Based-on a Concept of Potential with Active Areas2009

    • Author(s)
      K. Kurose, T. Sota, Y. Hayakawa, K. Nakajima
    • Organizer
      Proceedings of the 2nd Student Organizing International Mini-Conference on Information Electronics Systems
    • Place of Presentation
      Sendai, Japan
    • Year and Date
      2009-10-27
  • [Presentation] Solving Combinatorial Optimization Problems with the Quartic Form Energy Function of the Neural Network2009

    • Author(s)
      T. Sota, Y. Hayakawa, K. Nakajima
    • Organizer
      Proceedings of the 2nd Student Organizing International Mini-Conference on Information Electronics Systems
    • Place of Presentation
      Sendai, Japan
    • Year and Date
      2009-10-27
  • [Presentation] Analyses of the dynamics of interconnected van der pol models based-on a concept of potential with active areas2009

    • Author(s)
      K. Kurose, Y. Hayakawa, K. Nakajima
    • Organizer
      Proceedings of the 2009 International Symposium on Nonlinear Theory and its Applications
    • Place of Presentation
      Sapporo, Japan
    • Year and Date
      2009-10-20
  • [Presentation] The Quartic Form Energy Function for General Combinatorial Optimization Problems2009

    • Author(s)
      T. Sota, Y. Hayakawa, K. Nakajima
    • Organizer
      Proceedings of the 2009 International Symposium on Nonlinear Theory and its Applications
    • Place of Presentation
      Sapporo, Japan
    • Year and Date
      2009-10-20
  • [Presentation] Two Dimensional Hindmarsh-Rose Type Model のポテンシャル上のアクティブ領域に基づく動特性解析2009

    • Author(s)
      黒瀬幸司, 早川吉弘, 中島康治
    • Organizer
      日本神経回路学会第19回全国大会
    • Place of Presentation
      仙台
    • Year and Date
      2009-09-25
  • [Presentation] 非線形自己結合を持つ逆関数遅延ニューラルネットワーク2009

    • Author(s)
      曽田尚宏, 早川吉弘, 中島康治
    • Organizer
      日本神経回路学会第19回全国大会
    • Place of Presentation
      仙台
    • Year and Date
      2009-09-24
  • [Presentation] 逆関数遅延ニューラルネットワークを用いたナンバープレイスの解法2009

    • Author(s)
      早川吉弘, 中島康治
    • Organizer
      日本神経回路学会第19回全国大会
    • Place of Presentation
      仙台
    • Year and Date
      2009-09-24
  • [Presentation] 4-bit Parallel Multiplier for a Fast Fourier Transform2009

    • Author(s)
      S. Sakuraba, T. Onomi, K. Nakajima
    • Organizer
      Extended Abstracts of the 12th International Superconductive Electronics Conference
    • Place of Presentation
      Fukuoka
    • Year and Date
      2009-06-19
  • [Presentation] 4-bit Parallel Adder for a Fast Fourier Transform System2009

    • Author(s)
      S. Sakuraba, T. Onomi, K. Nakajima
    • Organizer
      Proceedings of Superconducting SFQ VLSI Workshop SSV2009
    • Place of Presentation
      Fukuoka
    • Year and Date
      2009-06-19
  • [Presentation] Collective Dynamics of Intrinsic Josephson Junctions2009

    • Author(s)
      S. Sato, K. Matsushita, K. Inomata, H. Wang, T. Hatano, M. Kinjo, K. Nakajima
    • Organizer
      Extended Abstracts of the 12th International Superconductive Electronics Conference
    • Place of Presentation
      Fukuoka
    • Year and Date
      2009-06-18
  • [Presentation] バーストニューロンモデルのポテンシャル上のアクティブ領域に基づく動特性解析2009

    • Author(s)
      中島康治, 早川吉弘, 黒瀬幸司
    • Organizer
      第58回理論応用力学講演会
    • Place of Presentation
      東京
    • Year and Date
      2009-06-10
  • [Presentation] 固有ジョセフソン接合列における集団力学について2009

    • Author(s)
      松下耕司, 佐藤茂雄, 猪股邦宏, 金城光永, 王華兵, 羽多野毅, 中島康治
    • Organizer
      2009年春季 第56回応用物理学関係連合講演会
    • Place of Presentation
      つくば
    • Year and Date
      2009-04-02
  • [Presentation] 高速フーリエ変換システム用ハイスループット並列加算器2009

    • Author(s)
      桜庭栄, 小野美武, 中島康治
    • Organizer
      電子情報通信学会2009年総合大会
    • Place of Presentation
      松山
    • Year and Date
      2009-03-20
  • [Presentation] ニューラルネットワークの手法を用いた断熱的量子計算における計算性能のハミルトニアン依存性について2009

    • Author(s)
      小野亜衣子, 佐藤茂雄, 金城光永, 中島康治
    • Organizer
      電子情報通信学会2009年総合大会
    • Place of Presentation
      松山
    • Year and Date
      2009-03-20
  • [Presentation] ニューロチップを用いたバーストIDモデル相互結合系の測定2009

    • Author(s)
      黒瀬幸司, 早川吉弘, 中島康治
    • Organizer
      電子情報通信学会2009年総合大会
    • Place of Presentation
      松山
    • Year and Date
      2009-03-19
  • [Presentation] 高次シナプス結合ニューラルネットワークによる組み合わせ最適化問題解探査2009

    • Author(s)
      曽田尚宏, 早川吉弘, 中島康治
    • Organizer
      電子情報通信学会2009年総合大会
    • Place of Presentation
      松山
    • Year and Date
      2009-03-19
  • [Presentation] 高次元ニューロンモデルの動的相互作用に関する研究2009

    • Author(s)
      押切智子, 早川吉弘, 中島康治
    • Organizer
      電子情報通信学会2009年総合大会
    • Place of Presentation
      松山
    • Year and Date
      2009-03-19
  • [Presentation] Neural Searching Algorithm for Combinatorial Optimization Problems2009

    • Author(s)
      Ali A. Lemus, Y. Hayakawa, K. Nakajima
    • Organizer
      電子情報通信学会2009年総合大会、情報システムソサイエティ総合大会特別号学生ポスターセッション
    • Place of Presentation
      松山
    • Year and Date
      2009-03-18
  • [Presentation] 固有ジョセフソン接合の量子特性2009

    • Author(s)
      佐藤茂雄, 猪股邦宏, 王華兵, 羽多野毅, 金城光永, 中島康治
    • Organizer
      電子情報通信学会2009年総合大会
    • Place of Presentation
      松山
    • Year and Date
      2009-03-17

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Published: 2011-06-18   Modified: 2016-04-21  

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