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Feature Extraction of Human Motion by using Phase Space and Its Application to Car-Driver's Motion Analysis

Research Project

Project/Area Number 25870855
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Soft computing
Dynamics/Control
Research InstitutionToyohashi University of Technology (2015)
Yamanashi Eiwa College (2013-2014)

Principal Investigator

Akiduki Takuma  豊橋技術科学大学, 工学(系)研究科(研究院), 助教 (40632922)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2015: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2014: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2013: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Keywords身体動作 / 軌道アトラクタ / 相空間 / 記号化 / 個人性 / 動作特徴 / ソフトコンピューティング / 機械力学・制御 / 身体動作解析 / アトラクタ
Outline of Final Research Achievements

In this study, we address a time-series analysis method for human motion analysis based on symbolization of sensor data. In our approach, the time series of the periodical signals are expressed by dynamical systems having attractors, which symbolize the time series in state space. For detecting individual characteristics in motion, we discussed differences between our approach and sliding window approach. Then, we conducted computer experiments using the simple pendulum system for investigating the relationship between the physical conditions of motion and the distribution of symbols in the symbol spaces that are designed by two approaches. Moreover, we studied the methodology of application of our approach to actual motion data for clarifying the issues of our approach. These results suggest that symbol space designed by our method can be used to discriminate individual characteristics in motion.

Report

(4 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (25 results)

All 2016 2015 2014 2013 Other

All Journal Article (6 results) (of which Peer Reviewed: 6 results,  Acknowledgement Compliant: 3 results,  Open Access: 1 results) Presentation (15 results) (of which Int'l Joint Research: 2 results) Remarks (4 results)

  • [Journal Article] Extraction of Human Gait Feature from Acceleration Data2016

    • Author(s)
      Takuma Akiduki, Akira Uchida, Zhong Zhang, Takashi Imamura and Hirotaka Takahashi
    • Journal Title

      ICIC Express Letters Part B: Applications

      Volume: 7

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Toward classification of swimming style by using underwater wireless accelerometer data2015

    • Author(s)
      Yoshihisa Kon, Yuto Omae, Kazuki Sakai, Hirotaka Takahashi, Takuma Akiduki, Chikara Miyaji, Yoshihisa Sakurai, Nobuo Ezak, Kazufumi Nakai
    • Journal Title

      Proc. of the 2015 ACM Int. Joint Conf. on UBICOMP/ISWC Adjunct

      Volume: - Pages: 85-88

    • DOI

      10.1145/2800835.2800875

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Symbolization of Human Motion: Case of Simple Walking Motion2015

    • Author(s)
      Takuma Akiduki, Zhong Zhang, Takashi Imamura and Hirotaka Takahashi
    • Journal Title

      ICIC Express Letters Part B: Applications

      Volume: 6

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Toward Symbolization of Human Motion Data --Time-Series Clustering in Symbol Space--2014

    • Author(s)
      Takuma Akiduki, Zhong Zhang, Takashi Imamura and Hirotaka Takahashi
    • Journal Title

      ICIC Express Letters Part B: Applications

      Volume: 5

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Development of A Driver Inattention Detection System Using Dynamic Relational Network2014

    • Author(s)
      Md Rizal Othman, Zhong Zhang, Takuma Akiduki, Hajime Suzuki, Takashi Imamura and Tetsuo Miyake
    • Journal Title

      International Journal of Innovative Computing Information and Control

      Volume: 10

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Toward Symbolization of Human Motion Data --Statistical Analysis in Symbol Space --2013

    • Author(s)
      Takuma Akiduki, Zhong Zhang, Takashi Imamura, Tetsuo Miyake, Hirotaka Takahashi and Michihiro Namba
    • Journal Title

      ICIC Express Letters

      Volume: 5

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] 競泳選手に対する泳動作情報表示システムの開発2016

    • Author(s)
      中井堅誠, 中井一文, 江崎修央, 昆慶久, 大前佑斗, 酒井一樹, 小林幹京, 高橋弘毅, 秋月拓磨, 宮地力, 櫻井義久
    • Organizer
      2016 年 電子情報通信学会総合大会
    • Place of Presentation
      九州大学伊都キャンパス
    • Year and Date
      2016-03-15
    • Related Report
      2015 Annual Research Report
  • [Presentation] 軌道アトラクタを用いた運動時系列の記号化:歩行運動への適用2015

    • Author(s)
      秋月拓磨, 章忠, 今村孝, 高橋弘毅
    • Organizer
      第58回自動制御連合講演会
    • Place of Presentation
      神戸大学
    • Year and Date
      2015-11-14
    • Related Report
      2015 Annual Research Report
  • [Presentation] データ駆動型アプローチによる競泳コーチング支援環境の構築2015

    • Author(s)
      大前佑斗, 昆慶久, 酒井一樹, 高橋弘毅, 秋月拓磨, 宮地力, 櫻井義久, 江崎修央, 中井一文
    • Organizer
      日本機械学会シンポジウム:スポーツ工学・ヒューマンダイナミクス
    • Place of Presentation
      立命館大学びわこ・くさつキャンパス
    • Year and Date
      2015-10-30
    • Related Report
      2015 Annual Research Report
  • [Presentation] 泳動作指導システム開発に向けた泳法判別2015

    • Author(s)
      昆慶久, 大前佑斗, 酒井一樹, 高橋弘毅, 秋月拓磨, 宮地力, 櫻井義久, 江崎修央, 中井一文
    • Organizer
      日本機械学会シンポジウム:スポーツ工学・ヒューマンダイナミクス
    • Place of Presentation
      立命館大学びわこ・くさつキャンパス
    • Year and Date
      2015-10-30
    • Related Report
      2015 Annual Research Report
  • [Presentation] Toward Classification of Swimming Style by using Underwater Wireless Accelerometer Data2015

    • Author(s)
      Yoshihisa Kon, Yuto Omae, Kazuki Sakai, Hirotaka Takahashi, Takuma Akiduki, Chikara Miyaji, Yoshihisa Sakurai, Nobuo Ezak, Kazufumi Nakai
    • Organizer
      The 19th International Symposium on Wearable Computers
    • Place of Presentation
      Osaka, Japan
    • Year and Date
      2015-09-07
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Extraction of Human Gait Feature from Acceleration Data2015

    • Author(s)
      Takuma Akiduki, Akira Uchida, Zhong Zhang, Takashi Imamura and Hirotaka Takahashi
    • Organizer
      The 10th International Conference on Innovative Computing, Information and Control
    • Place of Presentation
      Dalian, China
    • Year and Date
      2015-08-20
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 身体動作における個人特徴の抽出とその物理的意味の考察2015

    • Author(s)
      神尾郁好, 高橋弘毅, 秋月拓磨, 中田夏樹, 章忠
    • Organizer
      日本機械学会ロボティクス・メカトロニクス講演会2015
    • Place of Presentation
      京都
    • Year and Date
      2015-05-17 – 2015-05-19
    • Related Report
      2014 Research-status Report
  • [Presentation] 水中無線加速度センサデータを用いた泳法の判別2015

    • Author(s)
      昆慶久, 高橋弘毅, 秋月拓磨, 宮地力, 櫻井義久, 松本知佳, 江崎修央
    • Organizer
      日本機械学会ロボティクス・メカトロニクス講演会2015
    • Place of Presentation
      京都
    • Year and Date
      2015-05-17 – 2015-05-19
    • Related Report
      2014 Research-status Report
  • [Presentation] 身体動作解析による個人特徴の抽出と分類2015

    • Author(s)
      中田夏樹, 秋月拓磨, 章忠, 今村孝, 三宅哲夫
    • Organizer
      日本機械学会東海学生会第46回学生員卒業研究発表講演会
    • Place of Presentation
      名古屋
    • Year and Date
      2015-03-12
    • Related Report
      2014 Research-status Report
  • [Presentation] 軌道アトラクタを用いた運動時系列の記号化2014

    • Author(s)
      秋月拓磨, 章忠, 今村孝, 高橋弘毅
    • Organizer
      第57回自動制御連合講演会
    • Place of Presentation
      伊香保
    • Year and Date
      2014-11-10 – 2014-11-12
    • Related Report
      2014 Research-status Report
  • [Presentation] Symbolization of Human Motion: Case of Simple Walking Motion2014

    • Author(s)
      Takuma Akiduki, Zhong Zhang, Takashi Imamura and Hirotaka Takahashi
    • Organizer
      The Ninth International Conference on Innovative Computing, Information and Control
    • Place of Presentation
      Busan, Korea
    • Related Report
      2013 Research-status Report
  • [Presentation] 身体動作解析による個人特徴の抽出2014

    • Author(s)
      内田皓, 秋月拓磨, 章忠, 今村孝, 三宅哲夫
    • Organizer
      日本機械学会東海支部第63期総会
    • Place of Presentation
      名古屋
    • Related Report
      2013 Research-status Report
  • [Presentation] Toward Symbolization of Human Motion Data --Time-Series Clustering in Symbol Space--2013

    • Author(s)
      Takuma Akiduki, Zhong Zhang, Takashi Imamura and Hirotaka Takahashi
    • Organizer
      The Eighth International Conference on Innovative Computing, Information and Control
    • Place of Presentation
      熊本
    • Related Report
      2013 Research-status Report
  • [Presentation] 軌道アトラクタを用いた運動時系列からの動作特徴量の抽出2013

    • Author(s)
      秋月拓磨, 章忠, 今村孝, 高橋弘毅
    • Organizer
      統計数理研究所共同研究集会 「非侵襲生体信号の解析・モデル化技術とその周辺」
    • Place of Presentation
      立川
    • Related Report
      2013 Research-status Report
  • [Presentation] 軌道アトラクタによる運動時系列の記号化手法の検討2013

    • Author(s)
      秋月拓磨, 章忠, 今村孝, 高橋弘毅
    • Organizer
      第56回自動制御連合講演会
    • Place of Presentation
      新潟
    • Related Report
      2013 Research-status Report
  • [Remarks] Takuma Akiduki's Website

    • URL

      http://is.me.tut.ac.jp/akiduki/pub.html

    • Related Report
      2015 Annual Research Report
  • [Remarks] 山梨英和大学・研究者個人ページ

    • URL

      http://www.yamanashi-eiwa.ac.jp/~akiduki/index.html

    • Related Report
      2014 Research-status Report
  • [Remarks] 豊橋技術科学大学・研究者紹介ベージ(2015年4月より)

    • URL

      http://www.tut.ac.jp/university/faculty/me/post_12.html

    • Related Report
      2014 Research-status Report
  • [Remarks] 研究業績一覧

    • URL

      http://www.yamanashi-eiwa.ac.jp/~akiduki/pub.html

    • Related Report
      2013 Research-status Report

URL: 

Published: 2014-07-25   Modified: 2019-07-29  

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