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Novel Information Processing Architectures for Coarse-Grained Devices

Planned Research

Project AreaMolecular Architectonics: Orchestration of Single Molecules for Novel Function
Project/Area Number 25110015
Research Category

Grant-in-Aid for Scientific Research on Innovative Areas (Research in a proposed research area)

Allocation TypeSingle-year Grants
Review Section Science and Engineering
Research InstitutionHokkaido University

Principal Investigator

Asai Tetsuya  北海道大学, 情報科学研究科, 教授 (00312380)

Co-Investigator(Kenkyū-buntansha) 大矢 剛嗣  横浜国立大学, 大学院工学研究院, 准教授 (30432066)
Project Period (FY) 2013-06-28 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥69,940,000 (Direct Cost: ¥53,800,000、Indirect Cost: ¥16,140,000)
Fiscal Year 2017: ¥16,250,000 (Direct Cost: ¥12,500,000、Indirect Cost: ¥3,750,000)
Fiscal Year 2016: ¥11,440,000 (Direct Cost: ¥8,800,000、Indirect Cost: ¥2,640,000)
Fiscal Year 2015: ¥11,700,000 (Direct Cost: ¥9,000,000、Indirect Cost: ¥2,700,000)
Fiscal Year 2014: ¥15,860,000 (Direct Cost: ¥12,200,000、Indirect Cost: ¥3,660,000)
Fiscal Year 2013: ¥14,690,000 (Direct Cost: ¥11,300,000、Indirect Cost: ¥3,390,000)
Keywords粗粒素子 / ゆらぎ / 分子ネットワーク / リザーバ計算 / コンシステンシ / セルオートマトン / 確率共鳴 / リザバー計算 / 単電子・単分子回路 / アーキテクチャ / 脳型情報処理 / 情報処理 / 単電子回路 / 雑音
Outline of Final Research Achievements

Novel computing methods and architectures were constructed for coarse-grained molecular devices and materials that utilize noise and fluctuations. The following two computing methods were developed. A cellular-automaton model that imitates neuromorphic spike generation in a molecular spiking neural networks was developed. By using dynamics of the model, performance of 'reservoir computing' was evaluated by using standard benchmarks for memorizing complex temporal sequences. The results showed that the model was able to learn complex temporal sequences at high precision. For the physical demonstration, one had to resolve two issues, i.e., reservoir's initial-value dependence and difficulty in reproduction of complex temporal sequences. To resolve this problem, a nonlinear phenomena, called consistency, was introduced in the reservoir, which resulted in successful generation of initial-value independent and reproductive complex temporal sequences.

Report

(6 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Annual Research Report
  • 2015 Annual Research Report
  • 2014 Annual Research Report
  • 2013 Annual Research Report
  • Research Products

    (88 results)

All 2018 2017 2016 2015 2014 2013 Other

All Int'l Joint Research (4 results) Journal Article (34 results) (of which Int'l Joint Research: 8 results,  Peer Reviewed: 32 results,  Open Access: 14 results,  Acknowledgement Compliant: 14 results) Presentation (33 results) (of which Int'l Joint Research: 8 results,  Invited: 33 results) Book (9 results) Remarks (6 results) Patent(Industrial Property Rights) (2 results)

  • [Int'l Joint Research] Ecole polytechnique federale de Lausanne(スイス)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] Consiglio Nazionale delle Ricerche(イタリア)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] EPFL(Switzerland)

    • Related Report
      2015 Annual Research Report
  • [Int'l Joint Research] Dalhousie University(Canada)

    • Related Report
      2015 Annual Research Report
  • [Journal Article] BRein memory: a single-chip binary/ternary reconfigurable in-memory deep neural network accelerator achieving 1.4TOPS at 0.6W2018

    • Author(s)
      Ando K., Ueyoshi K., Orimo K., Yonekawa H., Sato S., Nakahara H., Takamaeda-Yamazaki S., Ikebe M., Asai T., Kuroda T., and Motomura M.
    • Journal Title

      IEEE J. Solid-State Circuits

      Volume: 53 Issue: 4 Pages: 983-994

    • DOI

      10.1109/jssc.2017.2778702

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Proto-computing architecture over a digital medium aiming at real-time video processing2018

    • Author(s)
      Tanibata A., Schmid A., Takamaeda-Yamazaki S., Ikebe M., Motomura M., and Asai T.
    • Journal Title

      Complexity

      Volume: 2018 Issue: 1 Pages: 3618621-3618621

    • DOI

      10.1155/2018/3618621

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] (招待論文)ディープラーニングチップとAI計算2018

    • Author(s)
      百瀬 啓, 浅井 哲也
    • Journal Title

      人工知能学会誌

      Volume: 33 Pages: 23-30

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] (招待論文)人工知能のシンギュラリティ到達を加速する情報科学とものづくりの融合研究にむけて2017

    • Author(s)
      浅井 哲也
    • Journal Title

      超精密

      Volume: 23 Pages: 4-7

    • Related Report
      2017 Annual Research Report
  • [Journal Article] 6-DoF Camera Position and Posture Estimation Based on Local Patches of Image Sequence2017

    • Author(s)
      Tsuji T., Ikebe M., Takamaeda-Yamazaki S., Motomura M., and Asai T.
    • Journal Title

      Journal of Signal Processing

      Volume: 21 Issue: 4 Pages: 191-194

    • DOI

      10.2299/jsp.21.191

    • NAID

      130005815314

    • ISSN
      1342-6230, 1880-1013
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A multithreaded CGRA for convolutional neural network processing2017

    • Author(s)
      Ando K., Takamaeda-Yamazaki S., Ikebe M., Asai T., and Motomura M.
    • Journal Title

      Circuits Syst.

      Volume: 8 Issue: 06 Pages: 149-170

    • DOI

      10.4236/cs.2017.86010

    • Related Report
      2017 Annual Research Report
  • [Journal Article] An energy-efficient dynamic branch predictor with a two-clock-cycle naïve Bayes classifier for pipelined RISC microprocessors2017

    • Author(s)
      Hida I., Takamaeda-Yamazaki S., Ikebe M., Motomura M., and Asai T.
    • Journal Title

      Nonlinear Theory and Its Applications, IEICE

      Volume: 8 Issue: 3 Pages: 235-245

    • DOI

      10.1587/nolta.8.235

    • NAID

      130006903509

    • ISSN
      2185-4106
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] A high performance and energy efficient microprocessor with a novel restricted dynamically reconfigurable accelerator2017

    • Author(s)
      Hida I., Takamaeda-Yamazaki S., Ikebe M., Motomura M., and Asai T.
    • Journal Title

      Circuits Syst.

      Volume: 8 Issue: 05 Pages: 134-147

    • DOI

      10.4236/cs.2017.85009

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Error tolerance analysis of deep learning hardware using restricted Boltzmann machine towards low-power memory implementation2017

    • Author(s)
      Marukame T., Ueyoshi K., Asai T., Motomura M., Schmid A., Suzuki M., Higashi Y., and Mitani Y.
    • Journal Title

      IEEE Trans. Circuits Syst. II

      Volume: 64 Issue: 4 Pages: 462-466

    • DOI

      10.1109/tcsii.2016.2585675

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Mainly static/partially dynamic reconfigurable array accelerator towards energy-efficient embedded microprocessor,2017

    • Author(s)
      Hida I., Takamaeda-Yamazaki S., Ikebe M., Motomura M., and Asai T.
    • Journal Title

      Circuits and Systems

      Volume: 8

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] An energy-efficient dynamic branch predictor with a two-clock-cycle naive Bayes classifier for pipelined RISC microprocessors2017

    • Author(s)
      Hida I., Takamaeda-Yamazaki S., Ikebe M., Motomura M., and Asai T.
    • Journal Title

      Nonlinear Theory and Its Applications

      Volume: E8-N

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Noise-assisted transmission of spikes in Maeda-Makino artificial neuron arrays2016

    • Author(s)
      Prati E., Giussani E., Ferrari G., and Asai T
    • Journal Title

      International Journal of Parallel, Emergent and Distributed Systems

      Volume: 31 Issue: 3 Pages: 278-286

    • DOI

      10.1080/17445760.2016.1189914

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Design and evaluation of single-electron associative memory circuit2016

    • Author(s)
      Takano M., Asai T., and Oya T.
    • Journal Title

      International Journal of Parallel, Emergent and Distributed Systems

      Volume: 31 Issue: 3 Pages: 259-270

    • DOI

      10.1080/17445760.2016.1165219

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Motion vector estimation of textureless objects exploiting reaction-diffusion cellular automata2016

    • Author(s)
      Ushida M., Schmid A., Asai T., Ishimura K., and Motomura M.
    • Journal Title

      International Journal of Unconventional Computing

      Volume: 12 Pages: 169-187

    • Related Report
      2016 Annual Research Report 2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] FPGA implementation of a scalable and highly parallel architecture for restricted Boltzmann machines2016

    • Author(s)
      Ueyoshi K., Marukame T., Asai T., Motomura M., and Schmid A.
    • Journal Title

      Circuits and Systems

      Volume: 7

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Stochastic resonance induced by internal noise in a unidirectional network of excitable FitzHugh-Nagumo neurons2016

    • Author(s)
      Ishimura K., Schmid A., Asai T., and Motomura M.
    • Journal Title

      Nonlinear Theory and Its Applications, IEICE

      Volume: 7 Issue: 2 Pages: 164-175

    • DOI

      10.1587/nolta.7.164

    • NAID

      130005142584

    • ISSN
      2185-4106
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Dynamical systems design of silicon neurons using phase reduction method2016

    • Author(s)
      Nakada K., Miura K., and Asai T.
    • Journal Title

      Nonlinear Theory and Its Applications, IEICE

      Volume: 7 Issue: 2 Pages: 95-109

    • DOI

      10.1587/nolta.7.95

    • NAID

      130005142595

    • ISSN
      2185-4106
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] [Paper] 3D Stacked Imager featuring Inductive Coupling Channels for High Speed/Low-Noise Image Transfer2016

    • Author(s)
      M. Ikebe, D. Uchida, Y. Take, M. Someya, S. Chikuda, K. Matsuyama, T. Asai, T. Kuroda, and M. Motomura
    • Journal Title

      ITE Transactions on Media Technology and Applications

      Volume: 4 Issue: 2 Pages: 142-148

    • DOI

      10.3169/mta.4.142

    • NAID

      130005142725

    • ISSN
      2186-7364
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] ニューロモルフィック工学・脳型機械学習ハードウェアの行方2015

    • Author(s)
      浅井 哲也
    • Journal Title

      日本神経回路学会誌

      Volume: 22 Pages: 162-169

    • NAID

      130005124625

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Crosstalk rejection in 3D-stacked inter-chip communication with blind source separation2015

    • Author(s)
      El-Sankary K., Asai T., Kuroda T., and Motomura M.
    • Journal Title

      IEEE Transactions on Circuits and Systems II

      Volume: 62 Issue: 8 Pages: 726-730

    • DOI

      10.1109/tcsii.2015.2415258

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] FPGA implementation of hardware-oriented reaction-diffusion cellular automata models2015

    • Author(s)
      Ishimura K., Komuro K., Schmid A., Asai T.
    • Journal Title

      Nonlinear Theory and Its Applications, IEICE

      Volume: 6 Issue: 2 Pages: 252-262

    • DOI

      10.1587/nolta.6.252

    • NAID

      130005064235

    • ISSN
      2185-4106
    • Related Report
      2015 Annual Research Report 2014 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Enhancing Memcached by Caching Its Data and Functionalities at Network Interface2015

    • Author(s)
      Eric Shun Fukuda, Hiroaki Inoue, Takashi Takenaka, Dahoo Kim, Tsunaki Sadahisa, Tetsuya Asai, and Masato Motomura
    • Journal Title

      Journal of Information Processing

      Volume: 23 Issue: 2 Pages: 143-152

    • DOI

      10.2197/ipsjjip.23.143

    • NAID

      130004952401

    • ISSN
      1882-6652
    • Related Report
      2015 Annual Research Report 2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Reducing power and energy consumption of nonvolatile microcontrollers with transparent on-chip instruction cache2014

    • Author(s)
      D. Kim, I. Hida, E.S. Fukuda, T. Asai, M. Motomura
    • Journal Title

      Circuits and Systems

      Volume: 5 Issue: 11 Pages: 253-264

    • DOI

      10.4236/cs.2014.511027

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Application of nonlinear systems for designing low-power logic gates based on stochastic resonance2014

    • Author(s)
      L. Gonzalez-Carabarin, T. Asai, M. Motomura
    • Journal Title

      Nonlinear Theory and Its Applications

      Volume: 5 Pages: 445-455

    • NAID

      130004697190

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Image steganography based on reaction diffusion models toward hardware implementation2014

    • Author(s)
      K. Ishimura, K. Komuro, A. Schmid, T. Asai, M. Motomura
    • Journal Title

      Nonlinear Theory and Its Applications

      Volume: 5 Pages: 456-465

    • NAID

      130004697191

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] FPGA-Based Design for Motion Vector Estimation Exploiting High-Speed Imaging and Its Application to Motion Classification with Neural Networks2014

    • Author(s)
      M. Mori, T. Itou, M. Ikebe, T. Asai, T. Kuroda, M. Motomura
    • Journal Title

      Journal of Signal Processing

      Volume: 18 Issue: 4 Pages: 165-168

    • DOI

      10.2299/jsp.18.165

    • NAID

      130004678174

    • ISSN
      1342-6230, 1880-1013
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Low-power asynchronous digital pipeline based on mismatch-tolerant logic gates2014

    • Author(s)
      L. Gonzalez-Carabarin, T. Asai, M. Motomura
    • Journal Title

      IEICE Electronics Express

      Volume: 11 Issue: 15 Pages: 20140632-20140632

    • DOI

      10.1587/elex.11.20140632

    • NAID

      130004678208

    • ISSN
      1349-2543
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Fabrication of Novel Electromagnetic Shielding Sheets Using Carbon-nanotube-composite Paper2014

    • Author(s)
      B. Li and T. Oya
    • Journal Title

      e-Journal of Surface Science and Nanotechnology

      Volume: 印刷中

    • NAID

      130004438886

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Analysis of Electron Transfer Among Quantum Dots in Two-Dimensional Quantum Dot Network2014

    • Author(s)
      H. Fujino and T. Oya
    • Journal Title

      Japanese Journal of Applied Physics

      Volume: 印刷中

    • NAID

      210000144085

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Design of single-electron “slime-mold” circuit and its application to solving optimal path planning problem2014

    • Author(s)
      Y. Shinde and T. Oya
    • Journal Title

      Nonlinear Theory and Its Applications, IEICE

      Volume: 5 Issue: 1 Pages: 80-88

    • DOI

      10.1587/nolta.5.80

    • NAID

      130003386655

    • ISSN
      2185-4106
    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Chaotic Resonance in Forced Chua's Oscillators2013

    • Author(s)
      Ishimura K., Asai T., and Motomura M.
    • Journal Title

      Journal of Signal Processing

      Volume: 17 Issue: 6 Pages: 231-238

    • DOI

      10.2299/jsp.17.231

    • NAID

      130004457065

    • ISSN
      1342-6230, 1880-1013
    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] C-based design of window join for dynamically reconfigurable hardware2013

    • Author(s)
      Fukuda E.S., Kawashima H., Inoue H., Asai T., and Motomura M.
    • Journal Title

      Journal of Computer Science and Engineering

      Volume: 20 Pages: 1-9

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] FPGA Implementation of Single-Image Super-Resolution Based on Frame-Bufferless Box Filtering2013

    • Author(s)
      Sanada Y., Ohira T., Chikuda S., Igarashi M., Ikebe M., Asai T., and Motomura M.,
    • Journal Title

      Journal of Signal Processing

      Volume: 17 Issue: 4 Pages: 111-114

    • DOI

      10.2299/jsp.17.111

    • NAID

      130004849286

    • ISSN
      1342-6230, 1880-1013
    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Development of Paper Transistor Using Carbon-Nanotube-Composite Paper2013

    • Author(s)
      Y. Kawamura, S. Hayashi, Y. Shinde and T. Oya
    • Journal Title

      Advances in Science and Technology

      Volume: 80 Pages: 59-64

    • DOI

      10.4028/www.scientific.net/ast.80.59

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Presentation] Brain-morphic AI hardware evolved from integration of information science and manufacturing technologies2018

    • Author(s)
      Asai T.
    • Organizer
      2018 Symposia on VLSI Technology Short Course
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Unconventional AI and neuromorphic computing driven by emerging devices and materials2018

    • Author(s)
      Asai T.
    • Organizer
      2018 IEEE Silicon Nanoelectronics Workshop
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] アナログ型抵抗変化ニューロデバイス・システムのソフト・ハード一体型研究開発2018

    • Author(s)
      秋永 広幸, 島 久, 内藤 泰久, 浅井 哲也
    • Organizer
      電子情報通信学会集積回路研究会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] ニューロモルフィックハードウェアの過去と現在および可能性のある未来像2018

    • Author(s)
      浅井 哲也
    • Organizer
      第65回応用物理学会春季講演会シンポジウム「ニューロモルフィックハードウェアとはどんなものだろうか」
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] AI hard- and soft- synchronized developments2018

    • Author(s)
      Akinaga H. and Asai T.
    • Organizer
      The 3rd Workshop on Bio-Inspired Energy-Efficient Information Systems
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] ニューラルネットワーク集積回路概論2017

    • Author(s)
      浅井 哲也
    • Organizer
      「NEDO IoT推進のための横断技術開発プロジェクト」第1回人材育成スクール
    • Place of Presentation
      AIST, Tsukuba, Japan
    • Year and Date
      2017-04-24
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] 三次元ニューラルネットワークデバイスの実現に向けた材料・デバイス・回路技術2017

    • Author(s)
      浅井 哲也
    • Organizer
      東北大学電気通信研究所「新規固体デバイス・回路を用いた脳型コンピューティングに関する研究」共同プロジェクト研究会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Emerging research architectures for brain-morphic AI2017

    • Author(s)
      Asai T.
    • Organizer
      SNU-HU 2017 International Workshop on New Frontiers in Convergence Science and Technology
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] More-than-Neumann and beyond-Neumann architectures2017

    • Author(s)
      Asai T.
    • Organizer
      International Conference on Solid State Devices and Materials
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 情報科学とデバイス・ものづくり融合研究による人工知能のシンギュラリティ到達加速2017

    • Author(s)
      浅井 哲也
    • Organizer
      富士通研究所専門技術講座
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] AIのハードウェア:イントロダクション2017

    • Author(s)
      浅井 哲也
    • Organizer
      日本学術振興会151委員会研究会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 情報科学とデバイス・ものづくり融合研究による人工知能のシンギュラリティ到達加速2017

    • Author(s)
      浅井 哲也
    • Organizer
      JSTセミナー「革新的コンピューティングに資する新探求アーキテクチャ」
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 浅井 哲也2016

    • Author(s)
      ニューラルネットワーク集積回路の概要 ~歴史と流派、近年の動向と可能性のある未来~
    • Organizer
      超精密加工専門委員会第70回研究会
    • Place of Presentation
      Mielparque Osaka, Osaka, Japan
    • Year and Date
      2016-12-16
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] Cognitive motion processing in imager/neural processor 3D stacked systems2016

    • Author(s)
      Asai T.
    • Organizer
      2016 HU/SNU Joint Symposium / International Workshop on New Frontiers in Convergence Science and Technology
    • Place of Presentation
      Hokkaido University, Sapporo, Japan
    • Year and Date
      2016-11-24
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Cognitive motion processing in imager/neural processor 3D stacked systems2016

    • Author(s)
      Asai T., Ikebe M., and Motomura M.
    • Organizer
      The 5th Japan-Korea Joint Workshop on Complex Communication Sciences
    • Place of Presentation
      Pukyong National University, Busan, Korea
    • Year and Date
      2016-10-20
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 学習型ハードウェアとその応用・発展の展望,2016

    • Author(s)
      浅井 哲也
    • Organizer
      第9回IEICE情報ネットワーク科学研究会
    • Place of Presentation
      Tokyo Metropolitan University, Tokyo, Japan
    • Year and Date
      2016-05-27
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] Machine learning systems on FPGA/VLSI and their potential applications2015

    • Author(s)
      Asai T.
    • Organizer
      CiNet Friday Seminar
    • Place of Presentation
      NICT, Suita, Japan
    • Year and Date
      2015-11-27
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] ニューロチップ概要 ~歴史と流派、現在の動向と可能性のある未来~2015

    • Author(s)
      浅井 哲也
    • Organizer
      STARCアドバンストセミナー ニューロチップ1~概要/回路アーキテクチャ~
    • Place of Presentation
      川崎市産業振興会館
    • Year and Date
      2015-11-06
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] FPGAと人工ニューラルネット2015

    • Author(s)
      浅井 哲也
    • Organizer
      第25回 日本神経回路学会 全国大会 企画シンポジウム~高性能計算技術が加速する脳神経回路シミュレーション~
    • Place of Presentation
      電気通信大学
    • Year and Date
      2015-09-02
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] Emerging computation on single electron circuits and devices2015

    • Author(s)
      Oya T. and Asai T.
    • Organizer
      The 3rd Bilateral Italy-Japan Seminar of Silicon Nanoelectronics for Advanced Applications
    • Place of Presentation
      Campus Plaza Kyoto, Kyoto, Japan
    • Year and Date
      2015-06-17
    • Related Report
      2015 Annual Research Report 2014 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 機械学習のデジタル実装と応用2015

    • Author(s)
      浅井 哲也
    • Organizer
      東北大学電気通信研究所 ブレインウェア工学研究会
    • Place of Presentation
      東北大学
    • Year and Date
      2015-04-28
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] 機械学習のデジタル実装と応用2015

    • Author(s)
      浅井 哲也
    • Organizer
      東北大学電気通信研究所 ブレインウェア工学研究会
    • Place of Presentation
      Tohoku University, Sendai, Japan
    • Year and Date
      2015-04-28
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] セルオートマトンの集積回路化とその技術動向2014

    • Author(s)
      浅井 哲也
    • Organizer
      明治大学先端数理科学インスティテュート現象数理学研究拠点研究集会「セルオートマトンが拓く現象数理学」
    • Place of Presentation
      Meiji University, Tokyo, Japan
    • Year and Date
      2014-12-04 – 2014-12-05
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] A Memristor ---the Fourth Fundamental Circuit Element--- and its Application to Unconventional Computation2014

    • Author(s)
      Asai T.
    • Organizer
      The 6th IEEE International Nanoelectronics Conference 2014
    • Place of Presentation
      Hokkaido University, Sapporo, Japan
    • Year and Date
      2014-07-28 – 2014-07-31
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Molecular neuromorphic learning systems consisting of synaptic devices on high-conductive polypyrrole films2014

    • Author(s)
      Akai-Kasaya M., Tuan D.N., Asai T., Yamamoto S., Saito A., and Kuwahara Y.
    • Organizer
      CMOS Emerging Technologies Research 2014 Symposium
    • Place of Presentation
      MINATEC, Grenoble, France
    • Year and Date
      2014-07-07 – 2014-07-08
    • Related Report
      2014 Annual Research Report 2013 Annual Research Report
    • Invited
  • [Presentation] Asynchronous digital circuits based on stochastic resonance for coarse-grained/low-voltage devices2014

    • Author(s)
      Gonzalez-Carabarin L. and Asai T.
    • Organizer
      CMOS Emerging Technologies Research 2014 Symposium
    • Place of Presentation
      MINATEC, Grenoble, France
    • Year and Date
      2014-07-07 – 2014-07-08
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Trends in neuromorphic enginnering towards nanoelectronic brain machines2014

    • Author(s)
      Asai T.
    • Organizer
      The 10th International Nanotechnology Conference on Communication and Cooperation
    • Place of Presentation
      NIST, Maryland, U.S.A.
    • Year and Date
      2014-05-13 – 2014-05-16
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] A Memristor ---the Fourth Fundamental Circuit Element--- and its Application to Unconventional Computation,2014

    • Author(s)
      Asai. T
    • Organizer
      The 6th IEEE International Nanoelectronics Conference 2014
    • Place of Presentation
      Hokkaido University, Sapporo, Japan
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] Asynchronous digital circuits based on stochastic resonance for coarse-graind/low-voltage devices2014

    • Author(s)
      Gonzalez-Carabarin L. and Asai T.
    • Organizer
      CMOS Emerging Technologies Research 2014 Symposium
    • Place of Presentation
      MINATEC, Grenoble, France
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] Trends in neuromorphic enginnering towards nanoelectronic brain machines2014

    • Author(s)
      Asai T.
    • Organizer
      The 10th International Nanotechnology Conference on Communication and Cooperation
    • Place of Presentation
      NIST, Maryland, USA
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] ERD動向とERDのためのEmergingアーキテクチャ2014

    • Author(s)
      浅井 哲也
    • Organizer
      2013年度STRJワークショップ
    • Place of Presentation
      コクヨホール, 東京
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] Noise-driven computing for CMOS and coarse-grained devices2013

    • Author(s)
      Asai T.
    • Organizer
      Open seminar at Faculty of Information Technology and Bionics, Pazmany Peter Catholic University
    • Place of Presentation
      Pazmany Peter Catholic University, Budapest, Hungary
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] 反応拡散系を模する半導体デバイスとその応用2013

    • Author(s)
      浅井 哲也
    • Organizer
      The 2nd German-Japanese Workshop on Nonlinear Sciences and KANSEI-Informatics(研究集会:非線形科学の基礎から新しい情報科学・感性科学 の構築へむけて)
    • Place of Presentation
      Hotel Centcore Yamaguchi
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Book] Emerging computations on nano-electronic circuits and devices (Ogawa T., Ed., Molecular Architectonics: The Third Stage of Single Molecule Electronics)2017

    • Author(s)
      Oya T. and Asai T.
    • Total Pages
      504
    • Publisher
      Springer, New York
    • Related Report
      2016 Annual Research Report
  • [Book] Emerging computations on nano-electronic circuits and devices (in Molecular Architectonics: The Third Stage of Single Molecule Electronics)2016

    • Author(s)
      Oya T. and Asai T. (Ogawa T., Ed.)
    • Publisher
      Springer
    • Related Report
      2015 Annual Research Report
  • [Book] Explorations in Morphic Architectures (in Emerging Nanoelectronic Devices)2015

    • Author(s)
      Asai T. and Peper F. (Chen A., Hutchby J., ZhirnovV, and Bourianoff G., Eds.)
    • Total Pages
      570
    • Publisher
      Wiley
    • Related Report
      2015 Annual Research Report
  • [Book] Emerging Nanoelectronic Devices (Explorations in Morphic Architectures)2015

    • Author(s)
      Asai T. and Peper F. (Chen A., Hutchby J., ZhirnovV, and Bourianoff G., Eds)
    • Total Pages
      576
    • Publisher
      Wiley
    • Related Report
      2014 Annual Research Report
  • [Book] VLSI: Circuits for Emerging Applications (Memristor-CMOS-hybrid synaptic devices exhibiting spike-timing-dependent plasticity)2014

    • Author(s)
      Asai T. (Wojcicki T. and Iniewski I., Eds.)
    • Total Pages
      486
    • Publisher
      CRC Press
    • Related Report
      2014 Annual Research Report
  • [Book] Memristor Netrowks (Reaction-diffusion media with excitable Oregonators coupled by memristors)2014

    • Author(s)
      Asai T. (Adamatzky A. and Chua L., Eds.)
    • Total Pages
      720
    • Publisher
      Springer
    • Related Report
      2013 Annual Research Report
  • [Book] VLSI: Circuits for Emerging Applications (Memristor-CMOS-hybrid synaptic devices exhibiting spike-timing-dependent plasticity)2014

    • Author(s)
      Asai T. ( Wojcicki T. and Iniewski I., Eds)
    • Total Pages
      472
    • Publisher
      CRC Press
    • Related Report
      2013 Annual Research Report
  • [Book] Emerging Nanoelectronic Devices (Explorations in Morphic Architectures)2014

    • Author(s)
      Asai T. and Peper F. (Chen A., Ed)
    • Total Pages
      544
    • Publisher
      John Wiley & Sons
    • Related Report
      2013 Annual Research Report
  • [Book] 問題と解説で学ぶ表面化学2013

    • Author(s)
      大矢剛嗣(日本表面科学会 編)
    • Total Pages
      208
    • Publisher
      共立出版
    • Related Report
      2013 Annual Research Report
  • [Remarks] 北海道大学大学院情報科学研究科アドバンストLSI工学研究グループ(LALSIE)

    • URL

      http://lalsie.ist.hokudai.ac.jp/jp/

    • Related Report
      2016 Annual Research Report
  • [Remarks] アドバンストLSI工学研究グループ(LALSIE)

    • URL

      http://lalsie.ist.hokudai.ac.jp/

    • Related Report
      2015 Annual Research Report
  • [Remarks] 浅井 哲也

    • URL

      http://lalsie.ist.hokudai.ac.jp/~asai/

    • Related Report
      2015 Annual Research Report
  • [Remarks] 北海道大学 集積アーキテクチャ研究室(LALSIE)

    • URL

      http://lalsie.ist.hokudai.ac.jp/

    • Related Report
      2014 Annual Research Report
  • [Remarks] 北海道大学大学院情報科学研究科 集積アーキテクチャ研究室

    • URL

      http://lalsie.ist.hokudai.ac.jp

    • Related Report
      2013 Annual Research Report
  • [Remarks] 横浜国立大学理工学部電子情報システムEP 大矢研究室

    • URL

      http://arrow.ynu.ac.jp

    • Related Report
      2013 Annual Research Report
  • [Patent(Industrial Property Rights)] 重み符号固定学習装置2017

    • Inventor(s)
      浅井 哲也
    • Industrial Property Rights Holder
      浅井 哲也
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2017-048421
    • Filing Date
      2017-03-14
    • Related Report
      2016 Annual Research Report
  • [Patent(Industrial Property Rights)] 分子電気素子2013

    • Inventor(s)
      田中 啓文, 小川 琢治, 浅井 哲也
    • Industrial Property Rights Holder
      田中 啓文, 小川 琢治, 浅井 哲也
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2013-179578
    • Filing Date
      2013-08-30
    • Related Report
      2013 Annual Research Report

URL: 

Published: 2013-07-10   Modified: 2019-07-29  

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