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2010 Fiscal Year Final Research Report

Hardware implementation of the neural computation based on stochastic logic using single flux quantum circuits

Research Project

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Project/Area Number 20760213
Research Category

Grant-in-Aid for Young Scientists (B)

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

Principal Investigator

ONOMI Takeshi  東北大学, 電気通信研究所, 助教 (70312676)

Project Period (FY) 2008 – 2010
Keywords超伝導素子・材料 / 磁束量子 / ジョセフソン接合 / ニューロ / 集積回路
Research Abstract

Circuits for a hardware neural computation were fabricated by using single flux-quantum circuits based on stochastic logic. In the stochastic logic, the data is represented by a random pulse generation rate for a certain period on time domain. Main components of this neuron circuit are a multiplication of synaptic weight, a generation of membrane potential, and an activation function. These basic elements of the neuron circuit were fabricated. Some main circuits were successfully demonstrated.

  • Research Products

    (17 results)

All 2011 2010 2009 2008

All Journal Article (4 results) (of which Peer Reviewed: 4 results) Presentation (13 results)

  • [Journal Article] Superconducting Neural Network for Solving a Combinatorial Optimization Problem2011

    • Author(s)
      T. Onomi, Y. Maenami, and K. Nakajima
    • Journal Title

      IEEE Transactions on Applied Superconductivity

      Volume: vol.21(印刷中)

    • Peer Reviewed
  • [Journal Article] 4-bit SFQ Multiplier Based on Booth Encoder,” IEEE Transactions on Applied Superconductivity2011

    • Author(s)
      R. Nakamoto, T. Onomi, 他3名、3番目
    • Journal Title

      IEEE Transactions on Applied Superconductivity

      Volume: vol.21(印刷中)

    • Peer Reviewed
  • [Journal Article] High Throughput Parallel Arithmetic Circuits for Fast Fourier Transform2011

    • Author(s)
      R. Nakamoto, T. Onomi, 他4名、4番目
    • Journal Title

      IEICE Transactions on Electronics

      Volume: vol.E94-C Pages: 280-287

    • 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, and K. Nakajima
    • Journal Title

      IEEE Transactions on Applied Superconductivity

      Volume: vol.19 Pages: 626-629

    • Peer Reviewed
  • [Presentation] 各種並列加算アルゴリズムによるSFQ CLAの性能比較2011

    • Author(s)
      中本 涼介、小野美 武、他2名、2番目
    • Organizer
      電子情報通信学会
    • Place of Presentation
      東京都市大学(東京都)
    • Year and Date
      2011-03-14
  • [Presentation] High Throughput Parallel Multiplier of SFQ Circuits based on the Booth Encoder2010

    • Author(s)
      R. Nakamoto, T. Onomi, 他3名、3番目
    • Organizer
      The 3rd Student Organizing Int. Mini-Conf. Information Electronics Systems
    • Place of Presentation
      東急エクセルホテル(仙台市)
    • Year and Date
      2010-10-19
  • [Presentation] 4-bit SFQ Multiplier Based on Booth Encoder2010

    • Author(s)
      R. Nakamoto, T. Onomi, 他3名、3番目
    • Organizer
      2010 Applied Superconductivity Conference
    • Place of Presentation
      Omni Shoreham Hotel (Washington D.C.)
    • Year and Date
      2010-08-06
  • [Presentation] Superconducting Neural Network Solving a Combinatorial Optimization Problem2010

    • Author(s)
      T. Onomi, Y. Maenami, and K. Nakajima
    • Organizer
      2010 Applied Superconductivity Conference
    • Place of Presentation
      Omni Shoreham Hotel (Washington D.C.)
    • Year and Date
      2010-08-04
  • [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、小野美 武、他5名、5番目
    • Organizer
      2010年春季第57回応用物理学関係連合講演会
    • Place of Presentation
      東海大学(平塚市)
    • 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、小野美 武、他3名、3番目
    • Organizer
      電子情報通信学会2010年総合大会
    • Place of Presentation
      東北大学(仙台市)
    • 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
      東北大学(仙台市)
    • Year and Date
      2010-03-16
  • [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、他3名、2番目
    • Organizer
      電子情報通信学会非線形問題研究会
    • Place of Presentation
      上智大学(東京都)
    • Year and Date
      2010-03-10
  • [Presentation] Booth encoder for large scale integration SFQ circuits2010

    • Author(s)
      R. Nakamoto, T. Onomi, 他3名、3番目
    • Organizer
      Superconducting SFQ VLSI Workshop SSV 2010
    • Place of Presentation
      横浜国立大学(横浜市)
    • Year and Date
      2010-01-13
  • [Presentation] High Throughput Parallel Arithmetic Circuits for Fast Fourier Transform2010

    • Author(s)
      S. Sakuraba, T. Onomi, 他3名、3番目
    • Organizer
      Superconducting SFQ VLSI Workshop SSV 2010
    • Place of Presentation
      横浜国立大学(横浜市)
    • Year and Date
      2010-01-13
  • [Presentation] 4-bit Parallel Multiplier for a Fast Fourier Transform2009

    • Author(s)
      S. Sakuraba, T. Onomi, and K. Nakajima
    • Organizer
      The 12th International Superconductive Electronics Conference
    • Place of Presentation
      九州大学(福岡市)
    • Year and Date
      2009-06-19
  • [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
      愛媛大学(松山市)
    • Year and Date
      2009-03-20
  • [Presentation] Implementation of high -speed single flux-quantum up/down counter for the neural computation using stochastic logic2008

    • Author(s)
      T. Onomi, 他2名、1番目
    • Organizer
      2008 Applied Superconductivity Conference
    • Place of Presentation
      Hyatt Regency(Chicago)
    • Year and Date
      2008-08-20

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Published: 2013-07-31  

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