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A Basic Study on Development of Intelligent Motorized Prosthetics

Research Project

Project/Area Number 10838004
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field リハビリテーション科学
Research InstitutionHOKKAIDO UNIVERSITY

Principal Investigator

YOKOI Hiroshi  HOKKAIDO Univ., Grad.School of Eng.Asso.Prof., 大学院・工学研究科, 助教授 (90271634)

Project Period (FY) 1998 – 2000
Project Status Completed (Fiscal Year 2000)
Budget Amount *help
¥3,200,000 (Direct Cost: ¥3,200,000)
Fiscal Year 2000: ¥600,000 (Direct Cost: ¥600,000)
Fiscal Year 1999: ¥800,000 (Direct Cost: ¥800,000)
Fiscal Year 1998: ¥1,800,000 (Direct Cost: ¥1,800,000)
KeywordsAdaptive Learning Theory / Processing Dura Mater Signals / Adaptability for Individuals / Achieve lost Motor Function / Multi-site Electrode / FPGA / Electrophysiology / Control of Motorized Prosthetics / 脊髄損傷 / 電動義装具 / 知的制御系 / 硬膜外電位 / 刺激反応系モデル
Research Abstract

This research project is focused on the technical back-up for the people with spinal cord injuries to achieve the motor function, which was lost by an accident. The aim of this research is to develop a methodology on the adaptive control of the motorized prosthetics for individuals using a current LSI technology and an adaptive learning theory in order to measure and process the action potential signal of the dura mater of the spinal cord at the brain-side from the damaged area. The important components of this research are development of an adaptive classification method, reconstruction of a control function using FPGA (Filed Programmable Gate Array), classification of electrophysiological signals of a rat cranial dura mater for a new communication and control, and development of multi-site electrode using micromachining technology.
The findings achieved by this research are as follows.
1. We applied the adaptive learning theory to classify the human electromyogram as the signal includi … More ng the differences of individuals, and performed to control the prosthetic hands. As a result, the adaptation for individuals and stable classification was verified, and the adaptive learning theory was effective.
2. We measured from cranial dura mater, which is closer to the sensory cortex, in an anaesthetized rat electrophysiologically.. The cluster corresponding to the stimuli was generated by the off-line time series analysis using the adaptive learning theory.
3. With the same method, we measured the signal from the area, which is concerned with the control of the lower limb, above the Layer-I of the motor cortex using electrodes located at cranial bone. And the result showed the possibility of classification and extraction for the signal corresponding to the movement of lower limb.
4. We developed multi-layer, multi-site implantation microelectrode. And the measurement of the signal from the dura mater of the spinal cord with the various implantation methods using wire-electrode or multi-site electrode is tried.
5. The signal processing system executable to synthesize an intended mapping function and the experience system by using FPGA was developed. The experience showed that this system has the computability to synthesize the signal processing circuit on the learning theory and the capability of the effective high speed processing in terms of parallel processing.
Conclude this research : The aim of this research is to develop the device to classify the signal for individual's characteristics of action potential as the real-time adaptive processing system. For this purpose, we performed to construct adaptive classification method for nerve signal, and showed the possibility of synthesis of the signal processing circuit on the learning theory by FPGA for real-time processing. With considering the result of animal experience, we serve as a stepping-stone to develop the intelligent motorized prosthetics by adaptive classification of signal on the dura mater of the spinal cord. And we made the result of these researches public for dissertation and so on. Less

Report

(4 results)
  • 2000 Annual Research Report   Final Research Report Summary
  • 1999 Annual Research Report
  • 1998 Annual Research Report
  • Research Products

    (29 results)

All Other

All Publications (29 results)

  • [Publications] D.Nishikawa,W.Yu,M.Maruishi,I.Watanabe,H.Yokoi,Y.Mano,Y.Kakazu: "On-line Learning Based Electromyogram to Forearm Motion Classifier with Motor Skill Evaluation"JSME International Journal. Vol.43,No.4,Series C. 906-915 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] D.Nishikawa,Y.Ishikawa,W.Yu,M.Maruishi,I.Watabane,H.Yokoi,Y.Ma,Y.Kakazu: "On-line Learning Based EMG Prosthetic Hand"Proceedings of XIII Congress of International Society of Electrophysiology and Kinesiology-ISEK2000. 575-580 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] H.Yamaguchi,W.Yu,M.Maruishi,H.Yokoi,Y.Mano,Y.Kakazu: "EMG Automatic Switch for FES Control for Hemiplegics Using Artificial Neural Network"Proceedings of 6th International Conference on Intelligent Autonomous Systems. 339-346 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 及川雅洋,川島貴弘,横井浩史,嘉数侑昇: "脳の活動電位を用いたロボットインターフェースの構築に関する基礎研究-SOMを用いた分類の可能性-"情報処理北海道シンポジウム2000講演論文集. 21-22 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Takahiro Kawashima,Hiroshi Yokoi,Yukinori Kakazu: "Identification of Reactive Signal in Rat Cranial Dura Mater Using Adaptive Classification Method"Proceedings of 4^<th> World Multiconference on Systemics, Cybernetics and Informatics (SCI2000). Vol.IX. 439-444 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Tomokazu Shindo,Hiroshi Yokoi,Yukinori Kakazu: "Adaptive Logic Circuits based on Net-List Evolution"Journal of Robotics and Mechatronics. Vol.2 No.2. 144-149 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Daisuke Nishikawa, Wenwei Yu, Masaharu Maruishi, Ichiro Watanabe, Hiroshi Yokoi, Yukio Mano, Yukironi Kakazu: "On-line Learning Based Electromyogram to Forearm Motion Classifier with Motor Skill Evaluation"JSME International Journal Series C. Vol.43, No.4. 906-915 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Daisuke Nishikawa, Yasuhiro Ishikawa, Wenwei Yu, Masaharu Maruishi, Ichiro Watanabe, Hiroshi Yokoi, Yukio Mano, Yukironi Kakazu: "On-line Learning Based EMG Prosthetic Hand"Proceedings of XIII Congress of International Society of Electrophysiology and Kinesiology-ISEK2000. 575-580

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Hiroki Yamaguchi, Wenwei Yu, Masaharu Maruishi, Hiroshi Yokoi, Yukio Mano, Yukinori Kakazu: "EMG Automatic Switch for FES Control for Hemiplegics Using Artificial Neural Network"Proceedings of 6th International Conference on Intelligent Autonomous Systems. 339-346 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Masahiro Oikawa, Takahiro Kawashima, Hiroshi Yokoi, Yukinori Kakazu: "A basic study on development of robot-interface by using action potential in rat brain-possibility of SOM clustering (In Japanese)"Proceedings of Info-Hokkaido 2000. 21-22 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Takahiro Kawashima, Hiroshi Yokoi, Yukinori Kakazu: "Identification of Reactive Signal in Rat Cranial Dura Mater Using Adaptive Classification Method"Proceedings of 4th World Multiconference on Systemics, Cybernetics and Informatics (SCI2000). Vol.IX. 439-444 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Tomokazu Shindo, Hiroshi Yokoi, Yukinori Kakazu: "Adaptive Logic Circuits based on Net-List Evolution"Journal of Robotics and Mechatronics. Vol.2, No.2. 144-149 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] D.Nishikawa, W.Yu, M.Maruishi, I.Watanabe, H.Yokoi, Y.Mano, Y.Kakazu: "On-line Learning Based Electromyogram to Forearm Motion Classifier with Motor Skill Evaluation"JSME International Journal. Vol.43,No.4,Series C. 906-915 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] D.Nishikawa, Y.Ishikawa, W.Yu, M.Maruishi, I.Watabane, H.Yokoi, Y.Ma, Y.Kakazu: "On-line Learning Based EMG Prosthetic Hand"Proceedings of XIII Congress of International Society of Electrophysiology and Kinesiology-ISEK2000. 575-580 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] H.Yamaguchi, W.Yu, M.Maruishi, H.Yokoi, Y.Mano, Y.Kakazu: "EMG Automatic Switch for FES Control for Hemiplegics Using Artificial Neural Network"Proceedings of 6th International Conference on Intelligent Autonomous Systems. 339-346 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 及川雅洋,川島貴弘,横井浩史,嘉数侑昇: "脳の活動電位を用いたロボットインターフェースの構築に関する基礎研究-SOMを用いた分類の可能性-"情報処理北海道シンポジウム2000講演論文集. 21-22 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Takahiro Kawashima, Hiroshi Yokoi, Yukinori Kakazu: "Identification of Reactive Signal in Rat Cranial Dura Mater Using Adaptive Classification Method"Proceedings of 4^<th> World Multiconference on Systemics, Cybernetics and Informatics (SCI2000). Vol.IX. 439-444 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Tomokazu Shindo, Hiroshi Yokoi, Yukinori Kakazu: "Adaptive Logic Circuits based on Net-List Evolution"Journal of Robotics and Mechatronics. Vol.2 No.2. 144-149 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 西川,Yu,横井,嘉数: "筋電義手制御のためのオンライン学習法"電子情報通信学会論文誌D-II. Vol.82-D-II No.9. 1510-1519 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Hiroshi YOKOI,Takafumi MIZUNO, Masatoshi TAKITA and Yukinori KAKAZU: "Amoeba Searching Behavior Model for Traveling Salesman Problem"International Journal of SMART ENGINEERING SYSTEM DESIGN. Vol.2,Number1. 43-55 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Maruishi, M.,Wenwei Yu,Mano, Y.,Yokoi, H.,Nishikawa, D.: "EMG Sensor and On-line Learning Method for FES"Proceedings of 4th International FES Society Conference, ed. by Handa, Y. 307-310 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Wenwei Yu,Masaharu Maruishi, Hiroshi Yokoi, Yukio Mano: "An Architecture for Adaptive Functional Electrical Stimulation for Hemiplegic Lower Limb Activities"Proceedings of the 1999 IEEE International Workshop on Robat and Human Interacton. 248-253 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Tomokazu Shindo, Kensuke Takita, Hiroshi Yokoi, Yukinori Kakazu: "Generation of Robot Control Circuit Using EHW Approach"SICE '99, Proceedings of 38th SICE Annual Conference. 963-966 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Tomokazu Shindo, Kensuke Takita, Hiroshi Yokoi, Yukinori Kakazu: "A study for Environmental Adaptation of Robot Using Evolvable Hardware"Intelligent Engineering Systems Through Artifical Neural Networks. vol.9. 445-450 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 八島大亮, 横井浩史, 嘉数侑昇: "階層型カテゴリーによる行動マッピングに関する研究" ロボティクス・メカトロニクス講演会'98 講演論文集. CD-ROM (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 八島大亮, 横井浩史, 嘉数侑昇: "時系列データの適応的パターン認識に関する研究" 情報処理学会第57回全国大会 講演論文集. CD-ROM (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 川島貴弘, 羽倉 淳, 横井浩史, 滝田正寿, 嘉数侑昇: "ラット前頭葉を模倣した脳モデルの構築に関する基礎研究-セルラー場による順応学習の実現-" 情報処理学会第56回全国大会 講演論文集. CD-ROM (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 川島貴弘, 羽倉 淳, 横井浩史, 滝田正寿, 嘉数侑昇: "セルラー場を用いた前頭葉機能モデルの構築による情報認識機能の実現" ロボティクス・メカトロニクス講演会'98 講演論文集. CD-ROM (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] Takahiro Kawashima, Jun Hakura, Hiroshi Yokoi, Masatoshi Takita, Yukinori Kakazu: "Identification of Reactive Signal in Rat Frantal Cortex Based on Cellular Field Model" Intelligent Engineering Systems Through Artificial Neural Networks. 643-648 (1998)

    • Related Report
      1998 Annual Research Report

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

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