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Inertial Motion Sensing-Based Estimation of Ground Reaction Forces during Squat Motion

관성 모션 센싱을 이용한 스쿼트 동작에서의 지면 반력 추정

  • Min, Seojung (Department of Mechanical Engineering, Korea Advanced Institute of Science and Technology) ;
  • Kim, Jung (Department of Mechanical Engineering, Korea Advanced Institute of Science and Technology)
  • 민서정 (한국과학기술원 기계공학과) ;
  • 김정 (한국과학기술원 기계공학과)
  • Received : 2014.08.11
  • Accepted : 2015.03.13
  • Published : 2015.04.01

Abstract

Joint force/torque estimation by inverse dynamics is a traditional tool in biomechanical studies. Conventionally for this, kinematic data of human body is obtained by motion capture cameras, of which the bulkiness and occlusion problem make it hard to capture a broad range of movement. As an alternative, inertial motion sensing using cheap and small inertial sensors has been studied recently. In this research, the performance of inertial motion sensing especially to calculate inverse dynamics is studied. Kinematic data from inertial motion sensors is used to calculate ground reaction force (GRF), which is compared to the force plate readings (ground truth) and additionally to the estimation result from optical method. The GRF estimation result showed high correlation and low normalized RMSE(R=0.93, normalized RMSE<0.02 of body weight), which performed even better than conventional optical method. This result guarantees enough accuracy of inertial motion sensing to be used in inverse dynamics analysis.

Keywords

References

  1. Hodge, W., Fijan, R., Carlson, K., Burgess, R., Harris, W., et al., "Contact Pressures in the Human Hip Joint Measured in Vivo," Proc. of the National Academy of Sciences, Vol. 83, No. 9, pp. 2879-2883, 1986. https://doi.org/10.1073/pnas.83.9.2879
  2. Ladin, Z. and Wu, G., "Combining Position and Acceleration Measurements for Joint Force Estimation," Journal of Biomechanics, Vol. 24, No. 12, pp. 1173-1187, 1991. https://doi.org/10.1016/0021-9290(91)90009-C
  3. De Leva, P., "Adjustments to Zatsiorsky-Seluyanov's Segment Inertia Parameters," Journal of Biomechanics, Vol. 29, No. 9, pp. 1223-1230, 1996. https://doi.org/10.1016/0021-9290(95)00178-6
  4. Van Den Bogert, A. J., Read, L., and Nigg, B. M., "A Method for Inverse Dynamic Analysis using Accelerometry," Journal of Biomechanics, Vol. 29, No. 7, pp. 949-954, 1996. https://doi.org/10.1016/0021-9290(95)00155-7
  5. Kuo, A. D., "A Least-Squares Estimation Approach to Improving the Precision of Inverse Dynamics Computations," Journal of Biomechanical Engineering, Vol. 120, No. 1, pp. 148-159, 1998. https://doi.org/10.1115/1.2834295
  6. Nene, A., Mayagoitia, R., and Veltink, P., "Assessment of Rectus Femoris Function during Initial Swing Phase," Gait & Posture, Vol. 9, No. 1, pp. 1-9, 1999. https://doi.org/10.1016/S0966-6362(98)00042-3
  7. Mayagoitia, R. E., Nene, A. V., and Veltink, P. H., "Accelerometer and Rate Gyroscope Measurement of Kinematics: An Inexpensive Alternative to Optical Motion Analysis Systems," Journal of Biomechanics, Vol. 35, No. 4, pp. 537-542, 2002. https://doi.org/10.1016/S0021-9290(01)00231-7
  8. Zijlstra, W. and Bisseling, R., "Estimation of Hip Abduction Moment based on Body Fixed Sensors," Clinical Biomechanics, Vol. 19, No. 8, pp. 819-827, 2004. https://doi.org/10.1016/j.clinbiomech.2004.05.005
  9. Dejnabadi, H., Jolles, B. M., and Aminian, K., "A New Approach to Accurate Measurement of Uniaxial Joint Angles based on a Combination of Accelerometers and Gyroscopes," IEEE Transactions on Biomedical Engineering, Vol. 52, No. 8, pp. 1478-1484, 2005. https://doi.org/10.1109/TBME.2005.851475
  10. Bisseling, R. W. and Hof, A. L., "Handling of Impact Forces in Inverse Dynamics," Journal of Biomechanics, Vol. 39, No. 13, pp. 2438-2444, 2006. https://doi.org/10.1016/j.jbiomech.2005.07.021
  11. Favre, J., Jolles, B., Aissaoui, R., and Aminian, K., "Ambulatory Measurement of 3D Knee Joint Angle," Journal of Biomechanics, Vol. 41, No. 5, pp. 1029-1035, 2008. https://doi.org/10.1016/j.jbiomech.2007.12.003
  12. Cooper, G., Sheret, I., McMillian, L., Siliverdis, K., Sha, N., et al., "Inertial Sensor-Based Knee Flexion/Extension Angle Estimation," Journal of Biomechanics, Vol. 42, No. 16, pp. 2678-2685, 2009. https://doi.org/10.1016/j.jbiomech.2009.08.004
  13. Seel, T., Schauer, T., and Raisch, J., "Joint Axis and Position Estimation from Inertial Measurement Data by Exploiting Kinematic Constraints," Proc. of the International Conference on Control Applications, pp. 45-49, 2012.
  14. Yuan, Q. and Chen, I.-M., "3-D Localization of Human based on an Inertial Capture System," IEEE Transactions on Robotics, Vol. 29, No. 3, pp. 806-812, 2013. https://doi.org/10.1109/TRO.2013.2248535
  15. Seel, T. and Schauer, T., "IMU-Based Joint Angle Measurement Made Practical," Proc. of the 4th European Conference on Technically Assisted Rehabilitation, 2013.
  16. Tao, G., Huang, Z., Sun, Y., Yao, S., and Wu, J., "Biomechanical Model-Based Multi-Sensor Motion Estimation," Proc. of the Sensors Applications Symposium, pp. 156-161, 2013.
  17. Bonnet, V., Mazza, C., Fraisse, P., and Cappozzo, A., "Real-Time Estimate of Body Kinematics during a Planar Squat Task using a Single Inertial Measurement Unit," IEEE Transactions on Biomedical Engineering, Vol. 60, No. 7, pp. 1920-1926, 2013. https://doi.org/10.1109/TBME.2013.2245131
  18. Winter, D. A., "Biomechanics and Motor Control of Human Movement," John Wiley & Sons, 2009.
  19. Hemami, H. and Jaswa, V. C., "On a Three-Link Model of the Dynamics of Standing Up and Sitting Down," IEEE Transactions on Systems, Man and Cybernetics, Vol. 8, No. 2, pp. 115-120, 1978. https://doi.org/10.1109/TSMC.1978.4309909
  20. Chiari, L., Della Croce, U., Leardini, A., and Cappozzo, A., "Human Movement Analysis using Stereophotogrammetry: Part 2: Instrumental Errors," Gait & Posture, Vol. 21, No. 2, pp. 197-211, 2005. https://doi.org/10.1016/j.gaitpost.2004.04.004
  21. Shin, I., Kim, J., and Woo, K., "Motion Characteristics of the Elderly: 3D Motion Analysis and Inertial Sensor," Proc. of KSPE Spring Conference, p. 835, 2014.