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Learning of neuromorphic quantum computation algorithms

Research Project

Project/Area Number 17K18864
Research Category

Grant-in-Aid for Challenging Research (Exploratory)

Allocation TypeMulti-year Fund
Research Field Electrical and electronic engineering and related fields
Research InstitutionTohoku University

Principal Investigator

Sato Shigeo  東北大学, 電気通信研究所, 教授 (10282013)

Project Period (FY) 2017-06-30 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥6,110,000 (Direct Cost: ¥4,700,000、Indirect Cost: ¥1,410,000)
Fiscal Year 2018: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2017: ¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Keywords量子計算機 / 脳型計算機 / 量子ヘッブ則 / 超伝導量子ビット / 量子計算 / 学習 / アルゴリズム / 脳型計算 / 神経回路 / 超伝導回路
Outline of Final Research Achievements

I studied the realization of a quantum computer which can update the interactions between qubits by learning in order to integrate high-speed parallel processing of quantum computer with automatic algorithm extraction function of brain computer. Based on neuromorphic quantum computation algorithm, I proposed a learning rule by which interactions between qubits can be changed adaptively according to correlations of qubits, and studied the learning ability by theoretical analysis and numerical simulation. Furthermore, I proposed device configuration using superconducting charge qubits for hardware implementation, and showed the effectiveness of the proposed method by numerical simulation in which physical property of qubits is taken into consideration.

Academic Significance and Societal Importance of the Research Achievements

ビッグデータに象徴されるようにICTの発展を背景に、高度情報化がより一層進んでいる現代社会において、莫大な情報を高速に処理しうる量子計算機の必要性が高まっている。量子計算機の開発においてアルゴリズムの整備が喫緊の課題となっており、本研究で提案する学習則は量子計算機にアルゴリズム自動獲得機能を付与するものであり、量子計算機の真の実用化に向けて大きく資するものである。

Report

(4 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Research-status Report
  • 2017 Research-status Report
  • Research Products

    (17 results)

All 2020 2019 2018 2017 Other

All Int'l Joint Research (2 results) Journal Article (2 results) (of which Peer Reviewed: 2 results,  Open Access: 2 results) Presentation (13 results) (of which Int'l Joint Research: 13 results,  Invited: 1 results)

  • [Int'l Joint Research] Technical University of Catalunya(スペイン)

    • Related Report
      2019 Annual Research Report
  • [Int'l Joint Research] Technical University of Catalunya(スペイン)

    • Related Report
      2018 Research-status Report
  • [Journal Article] Mean-field analysis of directed modular networks2019

    • Author(s)
      S. Moriya, H. Yamamoto, H. Akima, A. Hirano-Iwata, S. Kubota, S. Sato
    • Journal Title

      Chaos

      Volume: 29 Issue: 1 Pages: 013142-013142

    • DOI

      10.1063/1.5044689

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Quantum Associative Memory with Quantum Neural Network via Adiabatic Hamiltonian Evolution2017

    • Author(s)
      Y. Osakabe, H. Akima, M. Sakuraba, M. Kinjo, S. Sato
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E100.D Issue: 11 Pages: 2683-2689

    • DOI

      10.1587/transinf.2017EDP7138

    • NAID

      130006191596

    • ISSN
      0916-8532, 1745-1361
    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] Computational modeling of cultured neuronal networks and its reservoir computing applications2020

    • Author(s)
      Satoshi Moriya, Hideaki Yamamoto, Zhixiong Chen, Kei Wakimura, Ayumi Hirano-Iwata, Shigeru Kubota, Shigeo Sato
    • Organizer
      The 8th RIEC International Symposium on Brain Functions and Brain Computer
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Analog neuron circuit for edge computing2020

    • Author(s)
      Sato Shigeo, Yuki Tamura, Satoshi Moriya, Tatsuki Kato, Hideaki Yamamoto, Masao Sakuraba, Yoshihiko Horio, Jordi Madrenas
    • Organizer
      The 8th RIEC International Symposium on Brain Functions and Brain Computer
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] LSI implementation and its evaluation of an Izhikevich neuron model2020

    • Author(s)
      Yuki Tamura, Satoshi Moriya, Tatsuki Kato, Hideaki Yamamoto, Masao Sakuraba, Shigeo Sato, Yoshihiko Horio, Jordi Madrenas
    • Organizer
      The 8th RIEC International Symposium on Brain Functions and Brain Computer
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Quantitative Analysis of Dynamical Complexity in Cultured Neuronal Network Models for Reservoir Computing Applications2019

    • Author(s)
      Satoshi Moriya, Hideaki Yamamoto, Ayumi Hirano-Iwata, Shigeru Kubota, Shigeo Sato
    • Organizer
      International Joint Conference on Neural Networks 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] An Izhikevich Model Neuron MOS Circuit for Low Voltage Operation2019

    • Author(s)
      Yuki Tamura, Satoshi Moriya, Tatsuki Kato, Masao Sakuraba,Yoshihiko Horio, Shigeo Sato
    • Organizer
      28th International Conference on Artificial Neural Networks
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A spiking neuron MOS circuit for low-power neuromorphic computation2019

    • Author(s)
      Sato Shigeo, Yuki Tamura, Satoshi Moriya, Tatsuki Kato, Masao Sakuraba, Yoshihiko Horio, Jordi Madrenas
    • Organizer
      The 2019 International Symposium on Nonlinear Theory and Its Applications
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Time-series information processing in cultured neuronal network models2019

    • Author(s)
      Satoshi Moriya, Hideaki Yamamoto, Zhixiong Chen, Kei Wakimura, Ayumi Hirano-Iwata, Shigeru Kubota, Shigeo Sato
    • Organizer
      The 2019 International Symposium on Nonlinear Theory and Its Applications
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Hebbian and anti-Hebbian Learning of Qubit Networks for Quantum Associative Memory2018

    • Author(s)
      Y. Osakabe, H. Akima, M. Kinjo, M. Sakuraba, S. Sato
    • Organizer
      Collaborative Conference on Quantum Machine Learning 2018 (as a part of Energy Materials and Nanotechnology (EMN) Greece Meeting 2018)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Motion Stereo Vision LSI for Spatial Perception2018

    • Author(s)
      H. Akima, S. Kurihara, S. Moriya, S. Kawakami, J. Madrenas, M. Yano, K. Nakajima, M. Sakuraba, S. Sato
    • Organizer
      2018 Int. Symp. on Nonlinear Theory and Its Applications (NOLTA2018)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Hebbian and anti-Hebbian learning for a qunatum associative memory2018

    • Author(s)
      S. Sato, Y. Osakabe, H. Akima, M. Sakuraba
    • Organizer
      The 6th RIEC International Symposium on Brain Functions and Brain Computer
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Neuro-inspired Quantum Learning Rule Inspired by Boltzmann Machine2018

    • Author(s)
      Y. Osakabe, H. Akima, M. Sakuraba, M. Kinjo, S. Sato
    • Organizer
      APS March Meeting 2018
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Neuro-inspired Quantum Associative Memory Using Adiabatic Hamiltonian Evolution2017

    • Author(s)
      Y. Osakabe, S. Sato, H. Akima, M. Sakuraba, M. Kinjo
    • Organizer
      Int. Joint Conf. on Neural Networks
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Neuro-inspired Quantum Associative Memory Model2017

    • Author(s)
      Y. Osakabe, H. Akima, M. Sakuraba, M. Kinjo, S. Sato
    • Organizer
      The 30th International Symposium on Superconductivity
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research

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Published: 2017-07-21   Modified: 2021-02-19  

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