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Detection and classification of neural information from peripheral nerves

Research Project

Project/Area Number 10450156
Research Category

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

Allocation TypeSingle-year Grants
Section一般
Research Field Measurement engineering
Research InstitutionTohoku University

Principal Investigator

HOSHIMIYA Nozomu  Graduate School of Engineering, Tohoku University, Professor, 大学院・工学研究科, 教授 (50005394)

Co-Investigator(Kenkyū-buntansha) KANOH Shin'ichiro  Graduate School of Engineering, Tohoku University, Research Associate, 大学院・工学研究科, 助手 (00282103)
WATANABE Takashi  Graduate School of Engineering, Tohoku University, Assistant Professor, 大学院・工学研究科, 講師 (90250696)
FUTAMI Ryoko  Graduate School of Engineering, Tohoku University, Associate Professor, 大学院・工学研究科, 助教授 (20156938)
HANDA Yasunobu  New Industry Creation Hatchery Center, Tohoku University, Professor, 未来科学技術共同研究センター, 教授 (00111790)
Project Period (FY) 1998 – 2000
Project Status Completed (Fiscal Year 2000)
Budget Amount *help
¥7,000,000 (Direct Cost: ¥7,000,000)
Fiscal Year 2000: ¥2,000,000 (Direct Cost: ¥2,000,000)
Fiscal Year 1999: ¥2,000,000 (Direct Cost: ¥2,000,000)
Fiscal Year 1998: ¥3,000,000 (Direct Cost: ¥3,000,000)
Keywordsfunctional electrical stimulation / cuff electrode / electrode noise / detection of nerve action potentials / classification of nerve action potentials / multivariate analysis / hierarchical cluster analysis / 弁別処理 / 末梢神経 / 神経情報 / 電極 / 機能的電気刺激(FES) / 感覚フィードバック / FES
Research Abstract

The functional electrical stimulation (FES) is used to restore the loss of voluntary motor function caused by the spinal cord injury or the cerebral apoplexy. Less effective for restoration in the presence of the disturbance and muscle fatigue because of open-loop control system are problems of the current FES system. For developing closedloop FES system with natural sensors, we studied biocompatible and low noise electrodes, and method extraction of neural information from peripheral nerves.
Fatigue properties and noise characteristic of stainless steel SUS316L, Co-Cr based alloy NAS604PH and newly developed high nitrogen high manganese austenitic stainless steel NAS 106N were investigated. We found that each electrode did not generate excess noise, and NAS106N had higher fatigue life than SUS316L and NAS604PH in both air and saline solution.
A model of peripheral nerve was developed. We found that the distance between Ranvier's node and the recording electrode influenced on the recorded waveforms of nerve action potentials and it was possible to identify activity of each nerve fiber based on the recorded waveforms even if diameter and property of membrane of each fiber were similar and each fiber was close in nerve trunk. For clinical application of closed-loop FES system with natural sensors, the recording device must be placed stably and give minor damage to nerve fiber. Cuff electrode satisfies these requirements. However, it sometimes provides recordings whose signal-to-noise ratio is too low to detect action potentials. We used wavelet transform to detect action potentials under low signal-to-noise ratio condition. Our method provided reliable result. Moreover, we proposed the method for classification of action potentials to estimate single-unit activity with cluster analysis and the criterion for deciding the number of groups that action potentials were classified into. It provided reliable result.

Report

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

    (47 results)

All Other

All Publications (47 results)

  • [Publications] 藤居徹: "インピーダンス特性による貫皮的埋め込み電極の管理法"第37回日本ME学会大会論文集. 36・特別号. 585 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 大庭茂男: "インピーダンス特性によるFES用埋め込み電極評価法の臨床的検討"第37回日本ME学会大会論文集. 36・特別号. 586 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 中谷裕教: "カフ電極を用いた末梢神経からの感覚情報の推定に関する検討"第37回日本ME学会大会論文集. 36・特別号. 592 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] T.Fujii: "Cross-sectional study of percutaneous FES electrodes with impedance characteristics"3rd Annual Conference of the International FES Society. 204 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Y.Iguch: "Investigation of the used FES electrodes and development of new electrode for totally implanted FES system"8th Korea-Japan FES Symposium. 4 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 中谷裕教: "カフ電極を用いた神経活動電位の計測と記録波形の定量的分類に関する検討"電子情報通信学会技術研究報告(MEとバイオサイバネティックス. 98・672. 9-16 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 井口泰孝: "FES用インターフェイスとしての電極"第38回日本ME学会大会論文集. 37・特別号. 8 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 星宮望: "近未来のFESシステム"第38回日本ME学会大会論文集. 37・特別号. 9 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 渡辺雅俊: "FES電極用新材料の諸特性"第38回日本ME学会大会論文集. 37・特別号. 255 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 中谷裕教: "カフ電極による神経活動電位計測と波形の定量的分類の検討"第38回日本ME学会大会論文集. 37・特別号. 393 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 星宮望: "失われた神経機能の回復:機能的電気刺激"日本ME学会雑誌BME. 13・8. 11-17 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] H.Nakatani,: "Automatic classification of nerve action potentials recorded from peripheral nerves with cuff electrodes for a closed-loop functional electrical stimulation system"Proc.4th Ann.Conf.Int.FES Soc.. 85-88 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] H.Nakatani: "Classification of action potentials recorded from peripheral nerves with cuff electrodes"The First Joint Meeting of BMES and EMBS. 484 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] M.Watanabe: "Evaluation of fatigue properties of high nitrogen high manganese austenitic stainless steel as an FES electrode"Proc.4th Ann.Conf.Int.FES Soc.. 121-123 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 中谷裕教: "低S/N信号から神経活動電位の検出を行う手法に関する検討"第39回日本ME学会大会論文集. 38・特別号. 218 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 大庭茂男: "インピーダンス特性によるFES用埋め込み電極評価法の臨床的検討(第2報)"第39回日本ME学会大会論文集. 38・特別号. 345 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] H.Nakatani: "Simulation study of a method for detecting nerve action potentials from noisy neural signal "International Workshop on FES. 18-19 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] M.Watanabe: "Fatigue properties of FES electrodes in saline solution"International Workshop on FES. 24-27 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 中谷裕教: "感覚単位の活動推定を目的とした神経活動電位の分類"電子情報通信学会論文誌. J83・12. 2841-2849 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] T.FUJII, et al.: "Management of Percutaneous FES Electrode with Impedance Characteristics"Japanese Journal of Medical Electronics Biological Engineering. Vol.36, Suppl. (in Japanese). 585 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] S.OHBA, et al.: "A clinical Study of Evaluation of Percutaneous FES Electrode by Impedance Characteristics"Japanese Journal of Medical Electronics Biological Engineering. Vol.36, Suppl. (in Japanese). 586 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] H.Nakatani, et al.: "A study on Estimation of Sensory Information from Peripheral Nerve with Cuff Electrode"Japanese Journal of Medical Electronics Biological Engineering. Vol.36, Suppl. (in Japanese). 592 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] T.Fujii, et al.: "Cross-sectional Study of Percutaneous FES Electrodes with Impedance Characteristics"Proceeding of the 3rd Annual Conference of International FES Society. in (CD-ROM). 204 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] H.Nakatani, et al.: "A Study on Multiunit Neural Recording with Cuff Electrodes and Classification of Nerve Action Potentials Based on Multivariate Analysis"Technical report of the Institute Electrical Information and Communication Engineers. MBE98-142 (in Japanese). 9-16 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Y.Iguchi, et al.: "Electrodes as the Interface for FES"Japanese Journal of Medical Electronics Biological Engineering. Vol.37, Suppl. (in Japanese). 8 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] N.Hoshimiya: "FES (Functional Electrical Stimulation) System in the Near Future"Japanese Journal of Medical Electronics Biological Engineering. Vol.37, Suppl. (in Japanese). 9 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] M.Watanabe, et al.: "Investigation of the Properties of New Electrode for FES System"Japanese Journal of Medical Electronics Biological Engineering. Vol.37, Suppl. (in Japanese). 255 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] H.Nakatani, et al.: "Multiunit Neural Recordings with Cuff Electrodes and Classification of Nerve Action Potentials Based on Multivariate Analysis"Japanese Journal of Medical Electronics Biological Engineering. Vol.37, Suppl. (in Japanese). 393 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] H.Nakatani, et al.: "Automatic Classification of Nerve Action Potentials Recorded from Peripheral Nerves with Cuff Electrodes for a Closed-Loop Functional Electrical Stimulation System"Proceeding of the 4th Annual Conference of International FES Society. 85-88 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] H.Nakatani, et al.: "Classification of Action Potentials Recorded from Peripheral Nerves with Cuff Electrodes"Proceedings of the First Joint BMES/EMBS conference (Proceedings of the 21st Annual International Conference of IEEE Engineering in Medicine and Biology Society). 484 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] M.Watanabe, et al.: "Evaluation of Fatigue Properties of High Nitrogen High Manganese Austenitic Stainless Steel as an FES Electrode"Proceedings of the 4th Annual Conference of International FES Society. 121-123 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] H.Nakatani, et al.: "A Study on Detection of Nerve Action Potentials Under Low Signal-to-Noise Ratio"Japanese Journal of Medical Electronics Biological Engineering. Vol.38, Suppl. (in Japanese). 218 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] S.OHBA, et al.: "A Clinical Study of Evaluation of Percutaneous FES Electrode by Impedance Characteristics (second report)"Japanese Journal of Medical Electronics Biological Engineering. Vol.38, Suppl. (in Japanese). 345 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] H.Nakatani, et al.: "Classification of Nerve Action Potentials of Estimation of Sensory Unit Activity"The Transaction of the Institute of Electronics, Information and Communication Engineers D-II. Vol.J83-D-II, No.12. 2841-2849 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 中谷裕教: "低S/N信号から神経活動電位の検出を行う手法に関する検討"第39回日本ME学会大会論文集. 38・特別号. 218 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 大庭茂男: "インピーダンス特性によるFES用埋め込み電極評価法の臨床的検討(第2報)"第39回日本ME学会大会論文集. 38・特別号. 345 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] H.Nakatani: "Simulation study of a method for detecting nerve action potentials from noisy neural signal"International Workshop on FES. 18-19 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] M.Watanabe: "Fatigue properties of FES electrodes in saline solution"International Workshop on FES. 24-27 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 中谷裕教: "感覚単位の活動推定を目的とした神経活動電位の分類"電子情報通信学会論文誌. J83・12. 2841-2849 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 中谷裕教 他: "カフ電極による神経活動電位の記録波形の定量的分類の検討"医用電子と生体工学. 37,特別号. 393 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] H.Nakatani 他: "Automatic Classification of Nerve Action Potentials Recorded from Peripheral Nerves with Cuff Electrodes for a closed-loop Functional Electrical Stimulation System"Proc.4th Ann.Conf. Int.FES Soc,. 85-88 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] H.Nakatani 他: "Classification of action potentials from peripheral nerves with cuff electrodes"Proc.of the First Joint BMES/EMBS Conf.. 484 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 大庭 茂男他: "筋・神経活動電位による機能的電気刺激 (FES) の直接制御のための基礎研究-3種類のFES用電極の電気的特性の比較-"第33回日本ME学会東北支部大会講演集. 19 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 大庭 茂男他: "インピーダンス特性によるFES用埋め込み電極評価法の臨床的検討(第2報)"医用電子と生体工学. 38,特別号(発売予定). (2000)

    • Related Report
      1999 Annual Research Report
  • [Publications] 中谷 裕教、他: "カフ電極を用いた末梢神経からの感覚情報の推定に関する検討" 医用電子と生体工学. 36・特別号. 592 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 中谷 裕教、他: "カフ電極を用いた神経活動電位の計測と記録波形の定量的分類に関する検討" 電子情報通信学会技術研究報告(MEとバイオサイバネティックス). (発表予定). (1999)

    • Related Report
      1998 Annual Research Report
  • [Publications] 中谷 裕教、他: "カフ電極による神経活動電位計測と波形の定量的分類の検討" 医用電子と生体工学. 37・特別号(発表予定). (1999)

    • Related Report
      1998 Annual Research Report

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

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