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2015 Fiscal Year Annual Research Report

最低センサー数を用いた人間の動さ計測と認識とその応用

Research Project

Project/Area Number 14F04768
Research InstitutionTokyo University of Agriculture and Technology

Principal Investigator

Venture Gentiane  東京農工大学, 工学(系)研究科(研究院), 准教授 (30538278)

Co-Investigator(Kenkyū-buntansha) BONNET VINCENT  東京農工大学, 工学(系)研究科(研究院), 外国人特別研究員
Project Period (FY) 2014-04-25 – 2017-03-31
Keywordsinverse kinematics / inverse dynamics / Extended Kalman filter / motion analysis
Outline of Annual Research Achievements

The candidate has managed to fulfill most of his ambitious goals. We have developed a new algorithm that allows for solving both kinematics and dynamics at the same time using extended Kalman filters. It gives an estimate in real time.
The method has been tested on real human data with a very high accuracy for simple human models.

Current Status of Research Progress
Current Status of Research Progress

1: Research has progressed more than it was originally planned.

Reason

The research has progressed according to the research plan and no delay has been noticed. The new algorithm that allows for solving both kinematics and dynamics at the same time using extended Kalman filters. It gives an estimate in real time.
The method has then been tested on data collected on real humans.Our algorithm performs much better than other algorithm for simple human models.

Strategy for Future Research Activity

The candidate research will continue in implementing the algorithm for more complex 3D human models and a variety of tasks and situations. Work on dynamic quantities is also scheduled. For example estimating the ground reaction forces frmo the data obtained by the previous algorithm.

  • Research Products

    (10 results)

All 2016 2015 Other

All Int'l Joint Research (2 results) Journal Article (5 results) (of which Int'l Joint Research: 5 results,  Peer Reviewed: 5 results,  Acknowledgement Compliant: 5 results) Presentation (2 results) (of which Int'l Joint Research: 2 results) Remarks (1 results)

  • [Int'l Joint Research] University of Waterloo(Canada)

    • Country Name
      Canada
    • Counterpart Institution
      University of Waterloo
  • [Int'l Joint Research] University of Montpellier(France)

    • Country Name
      France
    • Counterpart Institution
      University of Montpellier
  • [Journal Article] Monitoring of Hip and Knee Joint Angles Using A Single Inertial Measurement Unit During Rehabilitation2016

    • Author(s)
      V. Bonnet, V. Joukov, D. Kulic;, P. Fraisse, N. Ramdani, G. Venture
    • Journal Title

      IEEE Sensors Journal

      Volume: 16-6 Pages: 1557-1564

    • DOI

      10.1109/JSEN.2015.2503765

    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Fast determination of the planar body segment inertial parameters using affordable sensors2015

    • Author(s)
      V. Bonnet, G. Venture
    • Journal Title

      IEEE Trans. on Neural Systems and Rehabilitation Engineering

      Volume: 23-4 Pages: 628-635

    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Towards an affordable mobile analysis platform for pathological walking assessment2015

    • Author(s)
      V. Bonnet, C. Azevedo-Coste, L. Lapierre, J. Cadic, P. Fraisse, R. Zapata, G. Venture, C. Geny
    • Journal Title

      Robotics and Autonomous Systems

      Volume: 66 Pages: 116-128

    • DOI

      http://dx.doi.org/10.1016/j.robot.2014.12.002

    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Rhythmic EKF for Pose Estimation during Gait2015

    • Author(s)
      V. Joukov, V. Bonnet, M. Karg, G. Venture, D. Kulic
    • Journal Title

      Proc. of the IEEE-RAS Int. Conf. on Humanoid Robot

      Volume: - Pages: 1167-1172

    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Constrained Dynamic Parameter Estimation using the Extended Kalman Filter2015

    • Author(s)
      V. Joukov, V. Bonnet, G. Venture, D. Kulic
    • Journal Title

      Proc. of the IEEE/RSJ Int. Conf. on Intelligent Robots and Systems

      Volume: - Pages: 3654-3659

    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Presentation] Rhythmic EKF for Pose Estimation during Gait2015

    • Author(s)
      V. Joukov, V. Bonnet, M. Karg, G. Venture, D. Kulic
    • Organizer
      Rhythmic EKF for Pose Estimation during Gait
    • Place of Presentation
      Seoul, Korea
    • Year and Date
      2015-11-03 – 2015-11-05
    • Int'l Joint Research
  • [Presentation] Constrained Dynamic Parameter Estimation using the Extended Kalman Filter2015

    • Author(s)
      V. Joukov, V. Bonnet, G. Venture, D. Kulic
    • Organizer
      IEEE/RSJ Int. Conf. on Intelligent Robots and Systems
    • Place of Presentation
      Hamburg, Germany
    • Year and Date
      2015-09-28 – 2015-10-02
    • Int'l Joint Research
  • [Remarks] GVLab

    • URL

      web.tuat.ac.jp/~gvlab

URL: 

Published: 2016-12-27  

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