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Development of Tribosensor System Using Neural Networks

Research Project

Project/Area Number 04555051
Research Category

Grant-in-Aid for Developmental Scientific Research (B)

Allocation TypeSingle-year Grants
Research Field 機械力学・制御工学
Research InstitutionTOHOKU UNIVERSITY

Principal Investigator

CHONAN Seiji  Tohoku Univ., Dept.of Aeronautics and Space Eng., Professor, 工学部, 教授 (20005424)

Co-Investigator(Kenkyū-buntansha) JIANG Zhongwei  Tohoku Univ., Dept.of Aeronautics and Space Eng., Associate Professor, 工学部, 助教授 (60225357)
MORI Kazuo  Mechanical Engineering Lab.Manufacring Information Division, Director, 課長
TANI Junji  Tohoku Univ., Institute of Fluid Science, Professor, 流体科学研究所, 教授 (30006192)
Project Period (FY) 1992 – 1994
Project Status Completed (Fiscal Year 1994)
Budget Amount *help
¥6,100,000 (Direct Cost: ¥6,100,000)
Fiscal Year 1994: ¥800,000 (Direct Cost: ¥800,000)
Fiscal Year 1993: ¥1,600,000 (Direct Cost: ¥1,600,000)
Fiscal Year 1992: ¥3,700,000 (Direct Cost: ¥3,700,000)
KeywordsTactile Sensor / Tribosensor / Rubbing / Data Analysis / Neural Network / 二段識別方法 / パルスカウント / ニューラルネットワーク
Research Abstract

This research is a study on the development of a new tribosensor that has the sensibility of human finger. The sensor is basically a piezoceramic AE sensor. It is placed and moved on the material to be identified. The voltage signal from the sensor is first stored in the digital memory for a fixed period of time. It is then analyzed to obtain the maximum signal strength, the total number of concaves and convexes of the signal, and the number of crossings with the line of mean signal strength. Each set of the parameters obtained is compared with the training set of data in the neural networks, and the material of the measured sample is fixed. Experimental results obtained show that the present sensor system identifies the material 85% correctly for 120 samples of 6 different materials and the correct recognition is rised to 95% by two step assortment.

Report

(4 results)
  • 1994 Annual Research Report   Final Research Report Summary
  • 1993 Annual Research Report
  • 1992 Annual Research Report
  • Research Products

    (31 results)

All Other

All Publications (31 results)

  • [Publications] 江鐘偉,長南征二,土屋敏弘: "PVDF圧電フィルムセンサ・アクチュエータの非線形動作特性" 日本AEM学会論文集. 2. 18-22 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 江鐘偉,長南征二,山本崇,布田良明: "非線形圧電アクチュエータの線形駆動" 日本機械学会論文集. 60. 4195-4202 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 長南征二,江鐘偉,井林純,佐藤正行: "柔らかい力覚センサの開発(第1報センサの構造と基本特性)" 日本機械学会論文集. 60. 4203-4210 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 長南征二,江鐘偉,森和男,宗片陽一: "ニューラルネットワークを用いたトライボセンサの開発" 日本機械学会東北支部第29期総会講演会講演論文集. 109-111 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 江鐘偉,長南征二,菅洋輔,松本耕治: "PVDF圧電フィルムを用いた触感センサの開発" 機械力学・計測制御講演会論文集. B. 419-422 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 江鐘偉,長南征二,棚橋善克,菅洋輔: "早期前立腺癌診断用触診プローブの開発(生体の硬さの計測と触覚感覚)" 日本機械学会第72期通常総会講演会. (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Z.W.Jiang, S.Chonan, and T.Tsuchiya: "Experimental Study on the Characteristics of PVDF Film Sensor/Actuator" Journal of the JSAE. Vol.2, No1. 18-22 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] S.Chonan, Z.W.Jiang and W.W.Zheng: "Soft Sensor Having a Sense of Finger Pad" Fifth International Conference on Adaptive Structures. 111 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Z.W.Jiang, S.Chonan, T.Yamamoto and Y.Fuda: "Linearization of Piezoelectric Actuator" Transactions of the JSME,SeriesC. 60-580. 4195-4202 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] S.Chonan, Z.W.Jiang, J.Ibayashi and M.Sato: "Development of Soft Tactile Sensor" Transactions of the JSME,Series C. 60-580. 4203-4210 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] S.Chonan, Z.W.Jiang, K.Mori and M.Munekata: "Development of a Tribo-Sensor Using Neural Networks" The 29th Conference of Tohoku Branch of the JSME. No.941-1. 109-111 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Z.W.Jiang, S.Chonan, Y.Suga and K.Matsumoto: "Development of Soft Tactile Sensor Using PVDF Film" Dynamics and Design Conference '94. Vol.B,No.940-26. 419-422 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Z.W.Jiang, S.Chonan, Y.Tanahashi and Y.Suga: "Development of Palpation Probe for Postate Cancer (Mesurement of Organic Stiffness)" The 72th Conference of the JSME. (to be published). (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] S.Chonan, Z.W.Jiang, K.Mori and M.Munekata: "Development of a Tribosensor System Using Neural Networks (Tribosensor Using Piezoelectric Ceramics)" Transactions of the JSME. (to be published). (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 江鐘偉,長南征二,土屋敏弘: "PVDF圧電フィルムセンサ・アクチュエータの非線形動作特性" 日本AEM学会論文集. 2. 18-22 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] 江鐘偉,長南征二,山本崇,布田良明: "非線形電圧アクチュエータの線形駆動" 日本機械学会論文集. 60. 4195-4202 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] 長南征二,江鐘偉,井林純,佐藤正行: "柔らかい力覚センサの開発(第1報センサの構造と基本特性)" 日本機械学会論文集. 60. 4203-4210 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] 長南征二,江鐘偉,森和男,宗片陽: "ニューラルネットワークを用いたトライボセンサの開発" 日本機械学会東北支部第29期総会講演会講演論文集. 109-111 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] 江鐘偉,長南征二,菅洋輔,松本耕治: "PVDF圧電フィルムを用いた感触センサの開発" 機械力学・計測制御講演会論文集. B. 419-422 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] 江鐘偉,長南征二,棚橋善克,菅洋輔: "早期前立腺癌診断用触診プローブの開発(生態の硬さの計測と触覚感覚)" 日本機械学会第72期通常総会講演会. (1995)

    • Related Report
      1994 Annual Research Report
  • [Publications] S.Chonan: "Vibration and Deflection of a Silicon-Wafer Slicer Cutting the Crystal Ingot" Transactions of the ASME,Journal of Vibration and Acoustics. 115. 529-534 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] S.Chonan: "Stress Analysis of a Silicon-Wafer Slicer Cutting the Crystal Ingot." Transactions of the ASME,Journal of Mechanical Design. 115. 711-717 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 江鐘偉: "PVDF圧電フィルムセンサ・アクチュエータの非線形動作特性" 日本AEM学会論文集. (掲載予定).

    • Related Report
      1993 Annual Research Report
  • [Publications] 長南征二: "シリコンウェハスライサのたわみ制御に関する研究" 日本機械学会論文集. 60. (1994)

    • Related Report
      1993 Annual Research Report
  • [Publications] 長南征二: "ニューラルネットワークを用いたトライボセンサの開発" 日本機械学会東北支部第29期総会・講演会講演論文集. 941-1. 109-111 (1994)

    • Related Report
      1993 Annual Research Report
  • [Publications] S.Chonan,Z.W.Jiang and Y.J.Shyu: "Stability Analysis of a 2¨Floppy Disk Drive system and the Optimum Design of Disk Stabilizer" Trans.ASME,Joural of Vibration and Acoustics. 114. 283-286 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 長南 征二,江 鐘偉 佐久間 伸一: "圧電素子で駆動される小形把持機構の微小発生力制御" 日本機械学会論文集(C編). 59. 150-157 (1993)

    • Related Report
      1992 Annual Research Report
  • [Publications] Z.W.Jiang,S.Chonan and J.Tani: "Tracking Control of a Miniature Flexible Arm Using Piezoelectric Bimorph Cells" The International Journal of Robotices Research. 11. 260-267 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 江 鐘偉・長南 征二: "圧電素子で駆動される小型フレキシブルマンピュレータの先端力制御" 日本機械学会論文集(C編). 58. 1120-1127 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 長南 征二,江 鐘偉 高島 和: "衝撃を受ける回転磁気ディスクの応答ならびにその耐振性評価について" 日本機械学会論文集(C編). 58. 1105-1111 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] S.Chonan,Z.W.Jiang and Y.Yuki: "Vibration and Deflection of a Silicon-Water Slicer Cutting the Crystal Ingot" Proc.of 1st International Conference on Motion and Vibration Cotrol. 443-448 (1992)

    • Related Report
      1992 Annual Research Report

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Published: 1992-04-01   Modified: 2016-04-21  

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