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Understanding of human motor learning by resonance-based robot motion learning theory

Research Project

Project/Area Number 15K18005
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Intelligent mechanics/Mechanical systems
Research InstitutionOsaka University

Principal Investigator

Mitsunori Uemura  大阪大学, 基礎工学研究科, 助教 (00512443)

Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2017: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2016: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2015: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Keywords運動学習 / 関節剛性 / 歩行 / ロボット制御 / 共振 / エネルギー効率 / 人の運動制御 / ロボット / 運動制御
Outline of Final Research Achievements

In this study, we investigated human motion learning by comparing the robot motion learning method based on resonance. In the motion learning method based on resonance, motion can be generated with minimum energy consumption by simultaneously learning motion pattern and joint stiffness in periodic motion. We applied this method to a model that simulates the human motion of the swing leg during walking, and obtained a motion pattern very similar to the human walking motion. Moreover, in tasks that perform cyclical upper limb movement while changing the characteristics of force field, human and robot have similar motion patterns also in learning process. In other words, it was shown that the motion learning control method based on resonance resembles human exercise learning.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (19 results)

All 2017 2016 2015

All Journal Article (5 results) (of which Peer Reviewed: 5 results,  Open Access: 2 results) Presentation (13 results) (of which Int'l Joint Research: 3 results) Patent(Industrial Property Rights) (1 results) (of which Overseas: 1 results)

  • [Journal Article] An analysis of human motor control during bipedal walking with passive knee orthoses2016

    • Author(s)
      鎌田一平,植村充典,平井宏明,宮崎文夫
    • Journal Title

      Transactions of the JSME (in Japanese)

      Volume: 82 Issue: 843 Pages: 16-00236-16-00236

    • DOI

      10.1299/transjsme.16-00236

    • NAID

      130005285774

    • ISSN
      2187-9761
    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Highly Energy-Efficient Palletizing Tasks Using Resonance-Based Robot Motion Control2016

    • Author(s)
      Kento Matsusaka, Mitsunori Uemura, Sadao Kawamura
    • Journal Title

      Journal of Mechanical Engineering and Automation

      Volume: 6 Pages: 8-17

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Functional Muscle Synergies Invariant Across Human Gaits2016

    • Author(s)
      富永健太, 飯村太紀, 植村充典, 平井宏明, 宮崎文夫
    • Journal Title

      Transactions of the Society of Instrument and Control Engineers

      Volume: 52 Issue: 1 Pages: 37-45

    • DOI

      10.9746/sicetr.52.37

    • NAID

      130005122187

    • ISSN
      0453-4654, 1883-8189
    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Realization of Highly Energy Efficient Pick-and-place Tasks using Resonance-based Robot Motion Control2016

    • Author(s)
      Kento Matsusaka, Mitsunori Uemura and Sadao Kawamura
    • Journal Title

      Advanced Robotics

      Volume: 30 Issue: 9 Pages: 608-620

    • DOI

      10.1080/01691864.2015.1134345

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Stiffness Adjustment Mechanism Maximally Utilizing Elastic Energy of A Linear Spring For A Robot Joint2015

    • Author(s)
      Mitsunori Uemura, Kento Matsusaka, Yawara Takagi and Sadao Kawamura
    • Journal Title

      Advanced Robotics

      Volume: Vol.29 Issue: 20 Pages: 1331-1337

    • DOI

      10.1080/01691864.2015.1059367

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Presentation] Efficacy of a knee orthosis that uses an elastic element2017

    • Author(s)
      I. Kamada, M. Uemura, H. Hirai, and F. Miyazaki
    • Organizer
      Proc. 39th Annual Int. Conf. the IEEE Engineering in Medicine and Biology Society
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 先端化学繊維ロープを用いた軽量脚・腕ロボット2017

    • Author(s)
      植村充典、八木聡明、平井宏明、宮崎文夫、川村貞夫
    • Organizer
      第35回日本ロボット学会学術講演会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 足首周りの角運動量に基づく脚ロボットバランス制御の実験的検討2017

    • Author(s)
      八木聡明、植村充典、平井宏明、宮崎文夫
    • Organizer
      ロボティクス・メカトロニクス講演2017
    • Related Report
      2017 Annual Research Report
  • [Presentation] 可変剛性機構を用いたロボット膝装具の開発と実験的評価2017

    • Author(s)
      鈴木健司、寺田祐基、植村充典、平井宏明、宮崎文夫
    • Organizer
      ロボティクス・メカトロニクス講演2017
    • Related Report
      2017 Annual Research Report
  • [Presentation] Equilibrium-point-based synergies that encode coordinates in task space: A practical method for translating functional synergies from human to musculoskeletal robot arm2016

    • Author(s)
      Fumiaki Yoshikawa, Hiroaki Hirai, Eichi Watanabe, Yuma Nagakawa, Akira Kuroiwa, Emerson Grabke, Mitsunori Uemura, Fumio Miyazaki, OHermano Igo Krebs
    • Organizer
      2016 IEEE-RAS 16th International Conference on Humanoid Robots (Humanoids)
    • Place of Presentation
      Cancun, Mexico
    • Year and Date
      2016-10-15
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Exploiting invariant structure for controlling multiple muscles in anthropomorphic legs: II. Experimental evidence for three equilibrium-point-based synergies during human pedaling2016

    • Author(s)
      Eichi Watanabe, Takanori Oku, Hiroaki Hirai, Fumiaki Yoshikawa, Yuma Nagakawa, Akira Kuroiwa, Emerson Paul Grabke, Mitsunori Uemura, Fumio Miyazaki, Hermano Igo Krebs
    • Organizer
      2016 IEEE-RAS 16th International Conference on Humanoid Robots (Humanoids)
    • Place of Presentation
      Cancun, Mexico
    • Year and Date
      2016-10-15
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 足首周りの角運動量を用いたバランス指標に基づく脚ロボットの歩行制御2016

    • Author(s)
      植村充典, 平井宏明, 宮崎文夫
    • Organizer
      第34回日本ロボット学会学術講演会(RSJ2016)
    • Place of Presentation
      山形
    • Year and Date
      2016-09-07
    • Related Report
      2016 Research-status Report
  • [Presentation] ヒト上肢の姿勢保持時における終点と平衡点の一致を利用した新しい筋シナジー推定法の提案2016

    • Author(s)
      吉川 史哲, 平井 宏明, 渡邉 英知, 植村 充典, 宮崎 文夫
    • Organizer
      第34回日本ロボット学会学術講演会(RSJ2016)
    • Place of Presentation
      山形
    • Year and Date
      2016-09-07
    • Related Report
      2016 Research-status Report
  • [Presentation] 柔軟関節と高制御性能を両立する反力利用弾性アクチュエータ2016

    • Author(s)
      植村 充典, 水口 大喜, 河村 晃宏, 川村 貞夫
    • Organizer
      第34回日本ロボット学会学術講演会(RSJ2016)
    • Place of Presentation
      山形
    • Year and Date
      2016-09-07
    • Related Report
      2016 Research-status Report
  • [Presentation] 下肢筋骨格ロボットによる前方ペダリングの再現と考察 ―筋シナジーに基づくヒトの運動戦略の解析と制御への応用―2016

    • Author(s)
      渡邉 英知, 奥 貴紀, 平井 宏明, 吉川 史哲, 植村 充典, 宮崎 文夫
    • Organizer
      第34回日本ロボット学会学術講演会(RSJ2016)
    • Place of Presentation
      山形
    • Year and Date
      2016-09-07
    • Related Report
      2016 Research-status Report
  • [Presentation] 足首周りの角運動量に基づく脚ロボットの立位可安定性2015

    • Author(s)
      植村充典、平井宏明、宮崎文夫
    • Organizer
      第33回日本ロボット学会 学術講演会
    • Place of Presentation
      東京電機大学東京千住キャンパス(東京足立区)
    • Year and Date
      2015-09-04
    • Related Report
      2015 Research-status Report
  • [Presentation] Mechanism and Control of Robotic Arm using Rotational Counterweights2015

    • Author(s)
      Akihiro Kawamura, Byunghyun Gang, Mitsunori Uemura and Sadao Kawamura
    • Organizer
      Proc. of the 2015 IEEE International Conference on Robotics & Automation (ICRA2015)
    • Place of Presentation
      Seattle, Washington, USA
    • Year and Date
      2015-05-26
    • Related Report
      2015 Research-status Report
  • [Presentation] 可変弾性拮抗駆動関節の平衡点移動による運動形成2015

    • Author(s)
      松阪憲人,水口大喜,植村充典,河村晃宏,川村貞夫
    • Organizer
      ロボティクス・メカトロニクス講演会2015
    • Place of Presentation
      京都市勧業館みやこめっせ(京都府京都市)
    • Year and Date
      2015-05-17
    • Related Report
      2015 Research-status Report
  • [Patent(Industrial Property Rights)] 脚型機構体、歩行ロボット、姿勢制御方法及びプログラム2016

    • Inventor(s)
      植村 充典, 宮崎 文夫, 平井 宏明
    • Industrial Property Rights Holder
      植村 充典, 宮崎 文夫, 平井 宏明
    • Industrial Property Rights Type
      特許
    • Filing Date
      2016-04-01
    • Related Report
      2016 Research-status Report
    • Overseas

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Published: 2015-04-16   Modified: 2019-03-29  

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