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Ultra parallel computation using wave interference as means of weighted sum : Holographic neural computing

Research Project

Project/Area Number 10680339
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field 計算機科学
Research InstitutionTokyo Institute of Technology

Principal Investigator

KUMAZAWA Itsuo  Tokyo Institute of Technology, Department of Computer Science, Associate Professor, 大学院・情報理工学研究科, 助教授 (70186469)

Co-Investigator(Kenkyū-buntansha) HIRABAYASHI Akira  Tokyo Institute of Technology, Department of Computer Science, Research Assistant, 大学院・情報理工学研究科, 助手 (50272688)
OGAWA Hidemitsu  Tokyo Institute of Technology, Department of Computer Science, Professor, 大学院・情報理工学研究科, 教授 (50016630)
Project Period (FY) 1998 – 1999
Project Status Completed (Fiscal Year 1999)
Budget Amount *help
¥3,100,000 (Direct Cost: ¥3,100,000)
Fiscal Year 1999: ¥600,000 (Direct Cost: ¥600,000)
Fiscal Year 1998: ¥2,500,000 (Direct Cost: ¥2,500,000)
KeywordsHolographic Memory / Neural Network / Laser / Coherent wave / Parallel computation / Wave interference / Diffraction / Ultrasonic wave / ニュートラルネットワーク / 回折格子 / 光コンピュータ / 超並列計算機 / ホログラフィー / 波動 / 位相 / 画像処理
Research Abstract

he project developed a novel approach for ultra parallel computation using interference of coherent waves as direct means of weighted snm computation for artificial neural networks. Coherent waves such as acoustic waves and lasers can interfere with each other and the amplitude of synthesized wave is determined by their phase differences. This phenomena can be utilized as means of weighted sum computation. Weighted sum is a basic operation of a neuron in the artificial neural networks which have been extensively studied for artificial intelligence purposes. The developed system uses only wave emitting and receiving devices as its components. The relative positions of these components determines the phase differences of the waves and, consequently, the ways of weighted sum. The kind of computation is coded as the positions of these components arranged on a two dimensional surface. In this fashion, the system does not require neither communication wires nor computation devices such as adder and multiplier. During the two years of this project, we proposed several ways of implementing this idea and examined the computational capabilities of the proposed systems under noisy and distorted wave conditions.

Report

(3 results)
  • 1999 Annual Research Report   Final Research Report Summary
  • 1998 Annual Research Report
  • Research Products

    (22 results)

All Other

All Publications (22 results)

  • [Publications] 増倉孝一: "メタボールを用いた2次元画像符号化方式"電子情報通信学会論文誌(D-II). J82-D-II. 2325-2334 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Itsuo Kumazawa: "A cellular neural network framework for shape representation and matching"Proceedings of Third International Conference on Knowledge-based Intelligent Information Engineering Systems. 178-181 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Itsuo Kumazawa: "Learning and tracking target shapes by compact neural networks"Proceedings of ICONIP/ANZIIS/ANNES'99 International Workshop. 41-44 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] 熊沢逸夫: "セルラー並列アルゴリズムによるオブジェクト形状の実時間追跡"電子情報通信学会パターン認識・メディア理解研究会. PRMU99-13. 1-8 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] 石井真樹: "重み表現に線形の従属制約を導入した階層型ニューラルネットワークの写像能力"電子情報通信学会ニューロコンピューティング研究会. NC99-36. 57-62 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] 石原将憲: "2次元回析格子を使ったホログラフィックニューラルネットワークに関する研究"電子情報通信学会ニューロコンピューティング研究会. NC99-152. 15-22 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] 熊沢逸夫: "学習とニューラルネットワーク"森北出版. 182 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Itsuo Kumazawa (D. Smith(eds.)): "Artificial Neural Nets and Genetic Algorithms"Springer Computer Science. 634 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] I. Kumazawa and Y. Kure: "Computation of Weighted Sum by Physical Wave Properties - Coding Problems by Unit Positions"In George D. Smith, Nigel C. Steele and Rudolf F. Albecht (eds.) Artificial Neural Nets and Genetic Algorithms. Springer Computer Science. 486-490 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] S. L. Funk and I. Kumazawa: "NLRFLA : A Supervised Learning Algorithm for the Development of Non-Linear Receptive Fields"In Geroge D. Smith, Nigel C. Steele and Rudolf F. Albecht (eds.) Artificial Neural Nets and Genetic Algorithms. Springer Computer Science. 83-87 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] I. Kumazawa: "A Cellular neural network framework for shape representation and matching"Proceedings of Third International Conference on Knowledge-based Intelligent Information Engineering Systems. IEEE. 178-181 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] I. Kumazawa: "Learning and Tracking Target Shapes by compact Neural Networks"Proceedings of ICONIP/ANZIIS/ANNES'99 International Workshop. 41-44 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] M. Ishii and I. Kumazawa: "Restrictions in Weight Representation in Multilayer Networks for Generalization"Proceedings of JCIS 2000. Vol. 1. 855-858 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] 増倉孝一: "メタボールを用いた2次元画像符号化方式"電子情報通信学会論文誌(D=II). J82-D-II. 2325-2334 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Itsuo Kumazawa: "A cellular neural network framework for shape representation and matching"Proceedings of Third International Conference on Kowledge-based Intelligent Information Engineering Systems. 178-181 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Itsuo Kumazawa: "Learning and tracking target shapes by compact neural networks"Proceedings of ICONIP/AMZIIS/ANNES'99 International Workshop. 41-44 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 熊沢逸夫: "セルラー並列アルゴリズムによるオブジェクト形状の実時間追跡"電子情報通信学会パターン認識・メディア理解研究会. PRMU99-13. 1-8 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 石井真樹: "重み表現に線形の従属制約を導入した階層型ニュートラルネットワークの写像能力"電子情報通信学会ニューロコンピューティング研究会. NC99-36. 57-62 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 熊沢逸夫: "学習とニューラルネットワーク"森北出版. 182 (1998)

    • Related Report
      1999 Annual Research Report
  • [Publications] D.Smith(eds.): "Artificial Neural Nets and Genetic Algorithms"Springer Computer Science. (1998)

    • Related Report
      1999 Annual Research Report
  • [Publications] 熊沢逸夫: "波動の相互干渉を利用した並列計算:無結線ニューラルネットワークの試作と動作検証" 第9回東京工業大学脳研究所シンポジウム講演予稿集. 9. 21-28 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 熊沢逸夫: "学習とニューラルネットワーク" 森北出版, 182 (1998)

    • Related Report
      1998 Annual Research Report

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Published: 1998-04-01   Modified: 2016-04-21  

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