• DocumentCode
    2484772
  • Title

    An optimization algorithm for joint mechanics estimate using inertial measurement unit data during a squat task

  • Author

    Bonnet, Vincent ; Mazzà, Claudia ; Fraisse, Philippe ; Cappozzo, Aurelio

  • Author_Institution
    Dept. of Human Movement & Sports Sci., Univ. of Rome Foro Italico, Rome, Italy
  • fYear
    2011
  • fDate
    Aug. 30 2011-Sept. 3 2011
  • Firstpage
    3488
  • Lastpage
    3491
  • Abstract
    The use of dynamic optimization as a tool to estimate joint kinematics and kinetics, and ground reaction forces using data from a single inertial measurement unit (IMU) positioned on the lower trunk was investigated. The feasibility of this approach and its accuracy was explored for the analysis of a squat task, focusing on the ankle, knee and hip joints. An optimal motor control strategy aimed at minimizing the sum of the intersegmental couples and of their time derivatives was imposed to estimate the mechanics of a three-segment sagittal model. Moreover, in the optimization process constraints to the measured vertical acceleration, to the maximal vertical IMU excursion, and with regard to the maintenance of dynamic balance were imposed. Experiments were performed using 10 volunteers. Data were collected from the IMU, from a stereophotogrammetric system (SS) and from a force platform for validation purposes. Results showed a very good consistency of the model output with the lower limb joint trajectories, as obtained using the SS, and with the measured vertical component of the ground reaction (low root mean square differences (<;10%) and high correlation coefficients (0.98)).
  • Keywords
    acceleration; biomechanics; bone; optimisation; ankle joint; hip joint; inertial measurement unit data; joint mechanics; knee joint; optimal motor control strategy; optimization algorithm; squat task; stereophotogrammetric system; vertical acceleration; Acceleration; Biological system modeling; Biomechanics; Computational modeling; Hip; Joints; Optimization; Algorithms; Exercise; Humans; Joints; Muscle, Skeletal;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
  • Conference_Location
    Boston, MA
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-4121-1
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/IEMBS.2011.6090942
  • Filename
    6090942