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Skill inheritance control by human and robots based on multi-modal machine learning

Research Project

Project/Area Number 18K13780
Research Category

Grant-in-Aid for Early-Career Scientists

Allocation TypeMulti-year Fund
Review Section Basic Section 21040:Control and system engineering-related
Research InstitutionChuo University

Principal Investigator

Nagatsu Yuki  中央大学, 理工学部, 助教 (60804987)

Project Period (FY) 2018-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2020: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2019: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2018: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywords制御工学 / 力制御 / 知能ロボティックス / 知能機械 / 機械学習
Outline of Final Research Achievements

In this research, we carried out research toward the realization of skill inheritance control by humans and robots. We have developed a Wide-band force measurement and control method based on multi-sensor information, which is important and indispensable for skill inheritance control. We also analyzed the performance and stability of disturbance cancellation control based on the acceleration dimension for the position/force hybrid control system required for extending skill inheritance control to a system with redundant degrees of freedom. We also devised a method for saving and reproducing the human motion by bilateral control based on the transmission of only force information between the master and slave systems. As a result, it is not necessary to save the trajectory in the realization of skill inheritance control, and it can be expected that the amount of information to be acquired and analyzed can be reduced.

Academic Significance and Societal Importance of the Research Achievements

ロボットによる人間の代替技術が求められており、熟練技術者のもつ技能の継承は重要な課題である。本研究の過程で得られた成果は、ロボットによる人間の代替を行う上で重要な力覚情報の計測・制御の広帯域化・高精度化に貢献する。さらに、これまでにロボットを介した人間動作の抽出と再現には位置と力の計測と制御が必要と考えられてきたが、本研究で考案した力情報のみの伝送によるバイラテラル制御に基づく動作の抽出と再現手法により、位置情報が冗長な情報であるということを示唆する結果を得た。これにより、力情報を基盤としたロボットによる動作の抽出、再現および継承のための新たなフレームワークが構築されることが期待できる。

Report

(4 results)
  • 2020 Annual Research Report   Final Research Report ( PDF )
  • 2019 Research-status Report
  • 2018 Research-status Report
  • Research Products

    (13 results)

All 2021 2020 2019 2018

All Journal Article (4 results) (of which Peer Reviewed: 4 results,  Open Access: 2 results) Presentation (9 results) (of which Int'l Joint Research: 7 results)

  • [Journal Article] Bilateral Control by Transmitting Force Information with Application to Time-delay Systems and Human Motion Reproduction2021

    • Author(s)
      Nagatsu Yuki、Hashimoto Hideki
    • Journal Title

      IEEJ Journal of Industry Applications

      Volume: 10 Issue: 2 Pages: 165-177

    • DOI

      10.1541/ieejjia.20004757

    • NAID

      130007993780

    • ISSN
      2187-1094, 2187-1108
    • Year and Date
      2021-03-01
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] A Soft Landing Control for Vehicle Robot with Inverted Two-Wheeled/Stable Traveling Mode2020

    • Author(s)
      NAGATSU Yuki、MATSUSHITA Yukihiro、MATSUBARA Hironori、MURAKOSHI Kazutaka、HASHIMOTO Hideki
    • Journal Title

      Journal of the Japan Society for Precision Engineering

      Volume: 86 Issue: 4 Pages: 281-288

    • DOI

      10.2493/jjspe.86.281

    • NAID

      130007828823

    • ISSN
      0912-0289, 1882-675X
    • Year and Date
      2020-04-05
    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Acceleration-based Disturbance Observer for Hybrid Control of Redundant Systems2020

    • Author(s)
      Nagatsu Yuki、Katsura Seiichiro、Hashimoto Hideki
    • Journal Title

      IEEE Transactions on Industrial Electronics ( Early Access )

      Volume: - Issue: 11 Pages: 1-1

    • DOI

      10.1109/tie.2020.3034844

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Friction and noise suppression for force control system based on integration of observer and force sensor information2020

    • Author(s)
      Nagatsu Yuki、Hashimoto Hideki
    • Journal Title

      ROBOMECH Journal

      Volume: 7 Issue: 1 Pages: 1-16

    • DOI

      10.1186/s40648-020-00157-2

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] Stabilization for Bilateral Teleoperation by Transmission of Force Information Using Equivalent Torsional Force Feedback2021

    • Author(s)
      Yuki Nagatsu and Hideki Hashimoto
    • Organizer
      The 7th IEEJ International Workshop on Sensing,Actuation,Motion Control,and Optimization (SAMCON2021)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Multilateral Haptic Feedback Control by Transmission of Force Information2020

    • Author(s)
      Yuki Nagatsu, Hideki Hashimoto
    • Organizer
      IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM 2020)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Bilateral Haptic Feedback for Different Working Ranges by Transmission of Force Information2020

    • Author(s)
      Yuki Nagatsu, Hideki Hashimoto
    • Organizer
      13th International Conference on Human System Interaction HSI 2020
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Bilateral Control by Transmission of Force Information with Application to Time-delay System and Human Motion Reproduction2020

    • Author(s)
      Yuki Nagatsu and H Hashimoto
    • Organizer
      the 6th IEEJ International Workshop on Sensing,Actuation,Motion Control,and Optimization (SAMCON2020)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Force Control for Vehicle Robot With Inverted Two-wheeled and Stable Travelling Modes2019

    • Author(s)
      Yuki Nagatsu and H Hashimoto
    • Organizer
      45th Annual Conference of the IEEE Industrial Electronics Society, IECON2019
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] モード座標変換の概念に基づく力情報のみを伝送する バイラテラル制御による動作の保存・再現2019

    • Author(s)
      長津裕己、橋本秀紀
    • Organizer
      第20回計測自動制御学会システムインテグレーション部門講演会(SI2019)
    • Related Report
      2019 Research-status Report
  • [Presentation] Load-Side Sensor-less Disturbance Estimation Based on Integration of Motor-Side Velocity and Acceleration Information for Flexible Manipulators2019

    • Author(s)
      Yuki Nagatsu, Hideki Hashimoto
    • Organizer
      IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM 2019)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Switching Control of Personal Vehicle with Two wheels and Three Wheels Modes2019

    • Author(s)
      Yuki Nagatsu, Yukihiro Matsushita, Kazutaka Murakoshi, Hideki Hashimoto
    • Organizer
      The IEEJ International Workshop on Sensing, Actuation, Motion Control, and Optimization (SAMCON2019)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] 等価制御入力の推定値を用いたスライディングモード制御に基づく 倒立ニ輪ビークルのロバスト制御2018

    • Author(s)
      長津 裕己(中央大学),村越 司昂,Meysar Zeinali,橋本 秀紀
    • Organizer
      第19回 公益社団法人 計測自動制御学会 システムインテグレーション部門講演会 SI2018
    • Related Report
      2018 Research-status Report

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Published: 2018-04-23   Modified: 2022-01-27  

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