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1994 Fiscal Year Final Research Report Summary

Self-Learning Functions in Electron Devices and Their Applications to Neural Networks

Research Project

Project/Area Number 04402035
Research Category

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

Allocation TypeSingle-year Grants
Research Field 電子機器工学
Research InstitutionTokyo Institute of Technology

Principal Investigator

ISHIWARA Hiroshi  Tokyo Institute of Technology・Precision and Intelligence Laboratory, Professor, 精密工学研究所, 教授 (60016657)

Co-Investigator(Kenkyū-buntansha) AIAWA Kouji  Tokyo Institute of Technology・Precision and Intelligence Laboratory, Research As, 精密工学研究所, 助手 (40222450)
ASANO Tanemasa  Kyushu Institute of Technology・Department of Computer Science and Electronics, P, 情報工学部, 教授 (50126306)
TOKUMITSU Eisuke  Tokyo Institute of Technology・Precision and Intelligence Laboratory, Associate P, 精密工学研究所, 助教授 (10197882)
Project Period (FY) 1992 – 1994
KeywordsNeural-Networks / Ferroelectrics / Si / Self-Learning / Adaptive-Learning / MISFET
Research Abstract

In this research project, in order to extract self-learning functions in electron devices we proposed a novel adaptive-learning neurodevice and a neuron circuit using ferroelectric materials. In the proposed neuron circuit, the adaptive-learning MISFETs are employed to realize synaptic operations and an UJT (uni-junction transistor) is used as a switching device to obtain the output signal.
First, we studied partial switching characteristics of PbZrTiO_3(PZT) films, which is a well-known ferroelectric material, when short input pulses are applied. It was found that ferroelectric PZT has adaptive-learning functions and it is applicable to neurodevices. Next, to fabricate the adaptive-learning neurodevices, we formed PZT films on Si substrates. However, it was shown tha the interdiffusion between PZT and Si was extremely serious and that PZT films with good-crystalline quality could not obtained. To overcome the difficulty, we proposed here to use a SrTiO_3(STO) as a buffer layr. The STO buffer layr suppressed the interdiffusion and PZT films with good crystalline quality were successfully grown on Si substrates. Furthermore, we studied on a new ferroelectric material, BaMgF_4(BMF) which can be grown on Si or GaAs substrates. BMF films were prepared on Si substrates by molecular beam epitaxy(MBE) and a remanent polarization of 1muC/cm^2 was obtained.
In addition, we experimentally and theoretically studied on UJTs, which are used in the neuron circuits. We fabricated various size of UJTs on SOI(silicon on insulator) substrates and demonstrated that the output frequency can be controlled by a CR time constant in the neuroncircuit. Furthermore, we theoretically calculated the electrical characteristics of UJTs and showed that the characteristics of UJTs were strongly affected by surface recombinations at the Si/SiO_2 interface.

  • Research Products

    (36 results)

All Other

All Publications (36 results)

  • [Publications] K.Aizawa and H.Ishiwara: "Fromation of ferroelectric BaMgF_4 films on GaAs substrates" Jpn.J.Appl.Phys.31【9B】. 3232-3234 (1992)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] S.Ueno and H.Ishiwara: "Preparation of PbTiO_3 films utilizing self-control mechanism of stoichiometric composition in dual-beam evaporation method" Jpn.J.Appl.Phys.31【9B】. 2982-2984 (1992)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] H.Ishiwara: "Proposal of adaptive-learning neuron circuits with ferro-electric analog-memory weights" Jpn.J.Appl.Phys.1【B】. 442-446 (1993)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] K.Aizawa and H.Ishiwara: "Epitaxial growth of BaMgF_4 films on Si(100)and(111)substrates:An approach to ferroelectric/semiconductor heterostructures" Appl.Phys.Lett.63【13】. 1765-1767 (1993)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] K.Aizawa and H.Ishiwara: "Crystal orientations of orthorhombic BaMgF_4 films grown on Si substrates" Proc.1st Intern.Symp.on Control of Semiconductor Interfaces. 283-288 (1994)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] K.Aizawa and H.Ishiwara: "Electrical properties of ferroelectric BaMgF_4 films on Si substrates" Jpn.J.Appl.Phys.33【9B】. 5178-5181 (1994)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] B.K.Moon and H.Ishiwara: "Roles of buffer layers in epitaxial growth of SrTiO_3 films on silicon substrates" Jpn.J.Appl.Phys.33【3A】. 1472-1477 (1994)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] E.Tokumitsu,N.Tanisake and H.Ishiwara: "Partial switching kinetics of ferroelectric PZT thin films prepared by sol-gel technique" Jpn.J.Appl.Phys.33【9B】. 5201-5206 (1994)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] B.K.Moon and H.Ishiwara: "Growth of crystalline SrTiO_3 films on Si substrates using thin fluride buffer layers and thier electrical properties" Jpn.J.Appl.Phys.33【10】. 5911-5916 (1994)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] S.Ohmi,E.Tokumitsu and H.Ishiwara: "Characterization of ferroelectric BaMgF_4 films grown on AlGaAs(100)HEMT structrues" J.Crystal Growth. 発表予定 (1994)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] K.H.Kim and H.Ishiwara: "Adaptive-learning neuron circuits using ferroelectric thinf ilms" Integrated Ferroelectrics. 5. 89-95 (1994)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] E.Tokumitsu,R.Nakamura K.Itani and H.Ishiwara: "Film quality dependence of adaptive-learning processes in neurodevices using ferroelectric PbZrxTil-xO3(PZT)films" Jpn.J.Appl.Phys.34【2B】. 1061-1065 (1995)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] K.Aizawa and H.Ishiwara: ""Formation of ferroelectric BaMgF_4 films on GaAs substrates"" Jpn.J.Appl.Phys.Vol.31, No.9B. 3232-3234 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] S.Ueno and H.Ishiwara: ""Preparation of PbTiO_3 films utilizing self-control mechanism of stoichiometric composition in dual-beam evaporation method"" Jpn.J.Appl.Phys.Vol.31, No.9B. 2982-2984 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] H.Ishiwara: ""Proposal of adaptive-learning neuron circuits with ferro-electric anlog-memory weights"" Jpn.J.Appl.Phys.Vol.32, No1B. 442-446 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] K.Aizawa and H.Ishiwara: ""Epitaxial growth of BaMgF_4 films on Si(100) and (111) substrates : An approach to ferroelectric/semiconductor heterostructures"" Appl.Phys.Lett.Vol.63, No.13. 1765-1767 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] K.Aizawa and H.Ishiwara: ""Crystal orientations of orthorhombic BaMgF_4 films grown on Si substrates"" Proc.1st Intern.Symp.on Control of Semiconductor Interfaces, Karuizawa. 283-288 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] K.Aizawa and H.Ishiwara: ""Electrical properties of ferroelectric BaMgF_4 films on Si substrates"" Jpn.J.Appl.Phys.Vol.33, No.9B. 5178-5181 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] B.K.Moon and H.Ishiwara: ""Roles of buffer layrs in epitaxial growth of SrTiO_3 films on silicon substrates"" Jpn.J.Appl.Phys.Vol.33, No.3A. 1472-1477 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] E.Tokumitsu, N.Tanisake and H.Ishiwara: ""Partial switching kinetics of ferroelectric PZT thin films prepared by sol-gel technique"" Jpn.J.Appl.Phys.Vol.33, No.9B. 5201-5206 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] B.K.Moon and H.Ishiwara: ""Growth of crystalline SrTiO_3 films on Si substrates using thin fluride buffer layrs and thier electrical properties"" Jpn.J.Appl.Phys.Vol.33, No.10. 5911-5916 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] S.Ohmi, E.Tokumitsu and H.Ishiwara: ""Characterization of ferroelectric BaMgF_4 films grown on AlGaAs(100) HEMT structures"" J.Crystal Growth. (to be published). (1994)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] K.H.Kim and H.Ishiwara: ""Adaptive-learning neuron circuits using ferroelectric thin films"" Integrated Ferroelectrics. Vol.5. 89-95 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] E.Tokumitsu, R.Nakamura, K.Itani and H.Ishiwara: ""Film quality dependence of adaptive-learning processes in neurodevices using ferroelectric PbZrxTil-xO3(PZT) films"" Jpn.J.Appl.Phys.Vol.34, No.2B. 1061-1065 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] K.Aizawa and H.Ishiwara: "Formation of ferroelectric BaMgF_4 films on GaAs substrates" Jpn.J.Appl.Phys.31 [9B]. 3232-3234 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] S.Ueno and H.Ishiwara: "Preparation of PbTiO_3 films utilizing self-cntrol mechanism of stoichiometric composition in dual-beam evaporation method" Jpn.J.Appl.Phys.31 [9B]. 2982-2984 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] H.Ishiwara: "Proposal of adaptive-learning neuron circuits with ferro-electric analog-memory weights" Jpn.J.Appl.Phys.1 [B]. 442-446 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] K.Aizawa and H.Ishiwara: "Epitaxial growth of BaMgF_4 films on Si(100) and (111) substrates : An approach to ferroelectric/semiconductor heterostructures" Appl.Phys.Lett.63 [13]. 1765-1767 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] K.Aizawa and H.Ishiwara: "Crystal orientations of orthorhombic BaMgF_4 films grown on Si substrates" Proc.1st Intern.Symp.on Control of Semiconductor Interfaces. 283-288 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] K.Aizawa and H.Ishiwara: "Electrical properties of ferroelectric BaMgF_4 films on Si substrates" Jpn.J.Appl.Phys.33 [9B]. 5178-5181 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] B.K.Moon and H.Ishiwara: "Roles of buffer layrs in epitaxial growth of SrTiO_3 films on silicon substrates" Jpn.J.Appl.Phys.33 [3A]. 1472-1477 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] E.Tokumitsu, N.Tanisake and H.Ishiwara: "Partial switching kinetics of ferroelectric PZT thin films prepared by sol-gel technique" Jpn.J.Appl.Phys.33[9B]. 5201-5206 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] B.K.Moon and H.Ishiwara: "Growth of crystalline SrTiO_3 films on Si substrates using thin fluride buffer layrs and thier electrical properties" Jpn.J.Appl.Phys.33[10]. 5911-5916 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] S.Ohmi, E.Tokumitsu and H.Ishiwara: "Characterization of ferroelectric BaMgF_4 films grown on AlGaAs(100) HEMT structures" J.Cyrstal Growth. Happyo Yotei. (1994)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] K.H.Kim and H.Ishiwara: "Adaptive-learning neuron circuits using ferroelectric thinf ilms" Integrated Ferroelectrics. 5. 89-95 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] E.Tokumitsu, R.Nakamura K.Itani and H.Ishiwara: "Film quality dependence of adaptive-learning processes in neurodevices using ferroelectric PbZrxTil-xO3(PZT) films" Jpn.J.Appl.Phys.34[2B]. 1061-1065 (1995)

    • Description
      「研究成果報告書概要(欧文)」より

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Published: 1996-04-15  

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