Using orientation statistics to investigate variations in human kinematics

This paper applies orientation statistics to investigate variations in upper limb posture of human subjects drilling at six different locations on a vertical panel. Some of the drilling locations are kinematically equivalent in that the same posture could be used for these locations. Upper limb posture is measured by recording the co‐ordinates of four markers attached to the subjects hand, forearm, arm and torso. A 3×3 rotation characterizes the relative orientation of one body segment with respect to another. Replicates are available since each subject drilled at the same location five times. Upper limb postures for the six drilling locations are compared by one‐way analysis‐of‐variance tests for rotations. These tests rely on tangent space approximations at the estimated modal rotation of the sample. A parameterization of rotations in terms of unit quaternions simplifies the computations. The analysis detects significant differences in posture between all pairs of drilling locations. The smallest changes, less than 10° at all joints, are obtained for the kinematically equivalent pairs of locations. A short discussion of the biomechanical interpretation of these findings is presented.

[1]  Michael I. Jordan,et al.  Obstacle Avoidance and a Perturbation Sensitivity Model for Motor Planning , 1997, The Journal of Neuroscience.

[2]  H. Woltring 3-D attitude representation of human joints: a standardization proposal. , 1994, Journal of biomechanics.

[3]  Ted Chang Spherical Regression and the Statistics of Tectonic Plate Reconstructions , 1993 .

[4]  Richard H. Jones Analysis of repeated measures , 1992 .

[5]  J. Angeles The Design of Isotropic Manipulator Architectures in the Presence of Redundancies , 1992 .

[6]  L. Jetto,et al.  Reliable in vivo estimation of the instantaneous helical axis in human segmental movements , 1990, IEEE Transactions on Biomedical Engineering.

[7]  J. Michael McCarthy,et al.  Introduction to theoretical kinematics , 1990 .

[8]  Richard A. Olshen,et al.  Gait Analysis and the Bootstrap , 1989 .

[9]  Peter E. Jupp,et al.  A Unified View of the Theory of Directional Statistics, 1975-1988 , 1989 .

[10]  R. W. Mann,et al.  Automatic 6-D.O.F. Kinematic Trajectory Acquisition and Analysis , 1989 .

[11]  Louis-Paul Rivest,et al.  Spherical regression for concentrated Fisher-von Mises distributions , 1989 .

[12]  Neville Hogan,et al.  Robust control of dynamically interacting systems , 1988 .

[13]  J. Schmee Statistical Tables for Multivariate Analysis , 1984 .

[14]  J. Rooney A Survey of Representations of Spatial Rotation about a Fixed Point , 1977 .

[15]  G. S. Watson,et al.  ON THE CONSTRUCTION OF SIGNIFICANCE TESTS ON THE CIRCLE AND THE SPHERE , 1956 .

[16]  H. L. Hime “The Elements of Quaternions” , 1894, Nature.

[17]  Virgilio Tosi,et al.  Biolocomotion : a century of research using moving pictures , 1992 .

[18]  J. Kauer,et al.  Measurement errors in roentgen-stereophotogrammetric joint-motion analysis. , 1990, Journal of biomechanics.

[19]  Tsuneo Yoshikawa,et al.  Foundations of Robotics: Analysis and Control , 1990 .

[20]  吉川 恒夫,et al.  Foundations of robotics : analysis and control , 1990 .

[21]  Michael J. Prentice,et al.  Spherical Regression on Matched Pairs of Orientation Statistics , 1989 .

[22]  Peter E. Jupp,et al.  Residuals for directional data , 1988 .

[23]  E.,et al.  A least-squares algorithm for the equiform transformation from spatial marker co-ordinates. , 1988, Journal of biomechanics.

[24]  M. J. Prentice Orientation Statistics Without Parametric Assumptions , 1986 .

[25]  R. Muirhead Aspects of Multivariate Statistical Theory , 1982, Wiley Series in Probability and Statistics.

[26]  R. Sibson Studies in the Robustness of Multidimensional Scaling: Procrustes Statistics , 1978 .

[27]  D. Flinn Orientation Statistics , 1967, Nature.