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Integrated synapse devices for fluxon neural networks

Research Project

Project/Area Number 05650322
Research Category

Grant-in-Aid for General Scientific Research (C)

Allocation TypeSingle-year Grants
Research Field 電子デバイス・機器工学
Research InstitutionTohoku University

Principal Investigator

NAKAJIMA Koji  Research Institute of Electorical Communication, Tohoku University Associate Professor, 電気通信研究所, 助教授 (60125622)

Co-Investigator(Kenkyū-buntansha) SAWADA Yasuji  Research Institute of Electorical Communication, Professor, 電気通信研究所, 教授 (80028133)
Project Period (FY) 1993 – 1994
Project Status Completed (Fiscal Year 1994)
Budget Amount *help
¥2,400,000 (Direct Cost: ¥2,400,000)
Fiscal Year 1994: ¥1,400,000 (Direct Cost: ¥1,400,000)
Fiscal Year 1993: ¥1,000,000 (Direct Cost: ¥1,000,000)
KeywordsFluxon / Neuro Chip / Superconductor / Integrated Circuit / Synapse Device / A / D Converter / SQUID / Quantum Flux
Research Abstract

Novel superconducting circuits for a neuron and two types of variable synapses, which are based on SQUIDs, are presented. Josephson circuits seem to be superior for VLSI of the neural networks because of the high-speed operation under very low power dissipation. A neuron circuit with good input-output isolation and steep threshold characteristics is accomplished using a combination of a single-junction SQUID coupled to a double-junction SQUID.The quantum state of the single-junction SQUID represents the neuron state, and output voltage of the double-junction SQUID,which is operated under a nonlatching mode with shunt resistors, is a sigmoid-shaped function. One of the variable synapse circuits changes its conductance value digitally. Another variable synapse circuit is a variable current source in which the output current can change digitally. Both synapse circuits consist of multiple shunted double-junction SQUIDs. Besides numerical simulations of the circuit characteristics, we have fabricated superconducting neural chips using a Nb/AIOx/Nb Josephson junction technology. The fundamental operation of each element and 3-bit A/D converter are successfully demonstrated. This A/D converter was operated with analog input frequency as high as 100kHz, limited by our high-gain measurement equipment. Simulation shows that this network responds to analog input at over 100MHz. Testing the network at such high speeds is one of our challenges in the future. A learning system based on Hebb's rule with variable-current-source type of synapse is also discussed.

Report

(3 results)
  • 1994 Annual Research Report   Final Research Report Summary
  • 1993 Annual Research Report
  • Research Products

    (24 results)

All Other

All Publications (24 results)

  • [Publications] Y.Sawada: "A scaling theory of living state" Physica A. 204. 543-554 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Y.Mizugaki: "Implementation of superconducting synapse into a neuro-based analog-to-digital converter" Appl.Phys.Lett.65. 1712-1713 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] H.Won: "A Pulsating Neural Network" Extended Abstracts of the 1994 Int.Conf.on SSDM. 379-381 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Y.Mizugaki: "New Approach Implementation of Neural Circuits Using Superconductive Devices" Extended Abstracts of the 1994 Int.Conf.on SSDM. 364-366 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] S.Sato: "LSI Neural Chip of Pulse-Output Network with Programmable Synapse" IEICE Trans.ELECTRON.E78-C. 94-100 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] K.Nakajima: "Hardware Implementation of New Analog Memory for Neural Networks" IEICE Trans.ELECTRON.E78-C. 101-105 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Y.Sawada: "A scaling theory of living state" Physica A. 204. 543-554 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Y.Mizugaki: "Implementataion of superconducting synapse into a neuro-based analog-to-digital converter" Appl.Phys.Lett.65. 1712-1713 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] H.Won: "A Pulsating Neural Network" Extended Abstracts of the 1994 Int.Conf.on. SSDM. 379-381 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Y.Mizugaki: "New Approach Implementation of Neural Circuits Using Superconductive Devices" Extended Abstracts of the 1994 Int.Conf.on. SSDM. 364-366 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] S.Sato: "LSI Neural Chip of Pulse-Output Network with Programmable Synapse" IEICE Trans.ELECTRON.E78-C. 94-100 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] K.Nakajima: "Hardware Implementation of New Analog Memory for Neural Networks" IEICE Trans.ELECTRON.E78-C. 101-105 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Y.Sawada: "A scaling theory of living state" Phisyca A. 204. 543-554 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] Y.Mizugaki: "Implementation of supercpnducting synapse into a neuro-based analog-to-digital converter" Appl.Phys.Lett.65. 1712-1713 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] H.Won: "A Pulsating Neural Network" Extended Abstracts of the 1994 Int.Conf.on SSDM. 379-381 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] Y.Mizugami: "New Approach Implementation of Neural Circuits Using Superconductive Devices" Extended Abstracts of the 1994 Int.Conf.on SSDM. 364-366 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] S.Sato: "LSI Neural Chip of Pulse-Output Network with Programmable Synapse" IEICE Trans.ELECTRON. E78-C. 94-100 (1995)

    • Related Report
      1994 Annual Research Report
  • [Publications] K.Nakajima: "Hardware Implementation of New Analog Memory for Neural Networks" IEICE Trans.ELECTRON.E78-C. 101-105 (1995)

    • Related Report
      1994 Annual Research Report
  • [Publications] Y. Mizugaki: "Superconducting neural circuits using fluxon pulses" Appl. Phys. Lett.62. 762-764 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] K. Nakajima: "Correct reaction neural network" Neural Networks. 6. 217-222 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 中島康治: "単一磁束量子を用いた電子素子と回路" 応用物理. 62. 467-470 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] Y. Mizugaki: "Superconducting implementation of neural networks using fluxon pulses" IEEE Trans. on Applied Superconductivity. 3. 2765-2768 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] Y. Mizugaki: "Linearization analysis of threshold characteristics for some applications of mutually coupled SQUIDs" IECE Trans. Electron.E76-C. 1291-1297 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] T. Kitaura: "Switched diffusion analog memory for neural networks" Extended Abstracts of the 1993 Int. Conference on Solid State Devices and Materials. 449-451 (1993)

    • Related Report
      1993 Annual Research Report

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Published: 1993-04-01   Modified: 2016-04-21  

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