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Analysis of bipedal walking models as a hybrid system from the viewpoint of the basin of attraction

Research Project

Project/Area Number 16K17638
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Foundations of mathematics/Applied mathematics
Research InstitutionInstitute of Physical and Chemical Research (2018-2020)
Tohoku University (2016-2017)

Principal Investigator

Obayashi Ippei  国立研究開発法人理化学研究所, 革新知能統合研究センター, 研究員 (30583455)

Project Period (FY) 2016-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Fiscal Year 2019: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2018: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2017: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2016: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Keywords力学系 / 二足歩行 / 数理モデル / 計算トポロジー / 応用数学 / 吸引領域 / ハイブリッド力学系
Outline of Final Research Achievements

I have researched mathematical models of bipedal walking and published two papers. These results are based on the analysis of a simple compass-type model of passive walking (walking motion using a hill without driving force). Although this model is simple, it contains the basic mechanism of walking, the "inverted pendulum model," and is important for understanding the dynamics of walking. Using the mathematical theory of dynamical systems, the formation mechanism of the basin of attraction, which is deeply related to the stability of walking, is clarified. For computational topology, I studied persistent homology. Persistent homology enables us to characterize the shape of data quantitatively. The method obtained in this research is helpful for data analysis by persistent homology.

Academic Significance and Societal Importance of the Research Achievements

二足歩行の安定性を理解することは理論的な興味関心にとどまらない.二足歩行ロボットを転倒させずに歩き続けさせるための理論的基盤となる.またヒトの二足歩行への展開としては怪我や病気で歩行に困難が生じた人々への支援などへの応用も期待される.本研究成果がそういった応用に直接つながるもではないが,より現実的な歩行モデルの解析やヒトやロボットから得られたデータの解析に本研究の成果が有効に活用できることができればロボット設計などの実利的な方向にもつながっていくことが期待される.
計算トポロジーの結果はデータ解析の新たなツールとして有用であると期待される.

Report

(6 results)
  • 2020 Annual Research Report   Final Research Report ( PDF )
  • 2019 Research-status Report
  • 2018 Research-status Report
  • 2017 Research-status Report
  • 2016 Research-status Report
  • Research Products

    (20 results)

All 2020 2019 2018 2017 2016

All Journal Article (10 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 8 results,  Open Access: 5 results,  Acknowledgement Compliant: 1 results) Presentation (10 results) (of which Int'l Joint Research: 4 results,  Invited: 3 results)

  • [Journal Article] Inferring fracture forming processes by characterizing fracture network patterns with persistent homology2020

    • Author(s)
      Suzuki A.、Miyazawa M.、Okamoto A.、Shimizu H.、Obayashi I.、Hiraoka Y.、Tsuji T.、Kang P.K.、Ito T.
    • Journal Title

      Computers & Geosciences

      Volume: 143 Pages: 104550-104550

    • DOI

      10.1016/j.cageo.2020.104550

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Structural changes during glass formation extracted by computational homology with machine learning2020

    • Author(s)
      Hirata Akihiko、Wada Tomohide、Obayashi Ippei、Hiraoka Yasuaki
    • Journal Title

      Communications Materials

      Volume: 1 Issue: 1 Pages: 98-98

    • DOI

      10.1038/s43246-020-00100-3

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Fractal mechanism of basin of attraction in passive dynamic walking2020

    • Author(s)
      Okamoto Kota、Aoi Shinya、Obayashi Ippei、Kokubu Hiroshi、Senda Kei、Tsuchiya Kazuo
    • Journal Title

      Bioinspiration & Biomimetics

      Volume: 15 Issue: 5 Pages: 055002-055002

    • DOI

      10.1088/1748-3190/ab9283

    • NAID

      120006888011

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] パーシステントホモロジーに基づくデータ解析パッケージHomCloudの紹介2020

    • Author(s)
      大林 一平
    • Journal Title

      RIMS 講究録

      Volume: 2166

    • Related Report
      2020 Annual Research Report
  • [Journal Article] パーシステントホモロジーによる材料科学データ解析2020

    • Author(s)
      大林一平
    • Journal Title

      New Glass

      Volume: 129, 35 (1) Pages: 19-23

    • Related Report
      2019 Research-status Report
  • [Journal Article] Persistence diagrams with linear machine learning models2018

    • Author(s)
      Obayashi Ippei、Hiraoka Yasuaki、Kimura Masao
    • Journal Title

      Journal of Applied and Computational Topology

      Volume: 1 Issue: 3-4 Pages: 421-449

    • DOI

      10.1007/s41468-018-0013-5

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Volume-Optimal Cycle: Tightest Representative Cycle of a Generator in Persistent Homology2018

    • Author(s)
      Obayashi Ippei
    • Journal Title

      SIAM Journal on Applied Algebra and Geometry

      Volume: 2 Issue: 4 Pages: 508-534

    • DOI

      10.1137/17m1159439

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Non-empirical identification of trigger sites in heterogeneous processes using persistent homology2018

    • Author(s)
      Kimura Masao、Obayashi Ippei、Takeichi Yasuo、Murao Reiko、Hiraoka Yasuaki
    • Journal Title

      Scientific Reports

      Volume: 8 Issue: 1 Pages: 3553-3553

    • DOI

      10.1038/s41598-018-21867-z

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Persistence diagrams with linear machine learning models2018

    • Author(s)
      Ippei Obayashi, Yasuaki Hiraoka, Masao Kimura
    • Journal Title

      Journal of Applied and Computational Topology

      Volume: 印刷中

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Formation mechanism of a basin of attraction for passive dynamic walking induced by intrinsic hyperbolicity2016

    • Author(s)
      Ippei Obayashi, Shinya Aoi, Kazuo Tsuchiya, Hiroshi Kokubu
    • Journal Title

      Proceedings of The Royal Society A: Mathematical, Physical and Engineering Sciences

      Volume: 472 Issue: 2190 Pages: 20160028-20160028

    • DOI

      10.1098/rspa.2016.0028

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Presentation] Inverse Problems on persistent homology2020

    • Author(s)
      Ippei Obayashi
    • Organizer
      RIMS共同研究 偏微分方程式における逆問題とその応用のさらなる展開
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Field choice problem on persistent homology2020

    • Author(s)
      大林一平, 吉脇理雄
    • Organizer
      日本数学会2020年度秋季総合分科会
    • Related Report
      2020 Annual Research Report
  • [Presentation] パーシステントホモロジーの体の問題2019

    • Author(s)
      大林一平, 吉脇理雄
    • Organizer
      2019年度応用数学合同研究集会
    • Related Report
      2019 Research-status Report
  • [Presentation] Field choice problem on persistent homology2019

    • Author(s)
      大林一平, 吉脇理雄
    • Organizer
      日本数学会 2020 年度年会
    • Related Report
      2019 Research-status Report
  • [Presentation] Topological Data Analysis for Materials Science2019

    • Author(s)
      Ippei Obayashi
    • Organizer
      ICMMA 2018
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] パーシステントホモロジー - 数学と情報科学の融合による「かたち」のデー タ解析2018

    • Author(s)
      大林一平
    • Organizer
      日本数学会 2018 年度秋季総合分科会
    • Related Report
      2018 Research-status Report
    • Invited
  • [Presentation] Volume optimal cycles for persistent homology2018

    • Author(s)
      大林一平
    • Organizer
      日本数学会 2018 年度年会
    • Related Report
      2017 Research-status Report
  • [Presentation] パーシステントホモロジーと機械学習を用いたデータ解析2017

    • Author(s)
      大林一平
    • Organizer
      日本数学会 2017 年度秋季総合分科会
    • Related Report
      2017 Research-status Report
  • [Presentation] Digital Image Analysis using Persistent Homology and Machine Learning (Poster)2017

    • Author(s)
      Ippei Obayashi
    • Organizer
      Applied Algebraic Topology 2017
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Formation mechanism of the basin of attraction of bipedal walking models2016

    • Author(s)
      Ippei Obayashi
    • Organizer
      Applied Nonlinear Mathematics Seminar, University of Bristol
    • Place of Presentation
      University of Bristol (イギリス)
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research

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Published: 2016-04-21   Modified: 2022-01-27  

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