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Overview of Adaptation

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Robotics Lab, Sensory Motor Performance Program, Rehabilitation Institute of Chicago ... Secco, Scheidt, Mussa-Ivaldi, Conditt. in the works... Yoki & bambi: ... – PowerPoint PPT presentation

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Title: Overview of Adaptation


1
Overview of Adaptation Visual Distortions
  • Jim Patton
  • Presented at the Motor learning and biorobotics
    meeting 7/15
  • Robotics Lab, Sensory Motor Performance Program,
    Rehabilitation Institute of Chicago
    Northwestern University

2
Literature from this talk
  • http//www.smpp.nwu.edu/savedLiterature

3
Manipulandum
4
VROOM PARIS ROBOT (WAM or Phantom)
5
VR challenges
  • Brightness
  • Delays
  • Presence
  • Graininess (resolution)
  • offsets and other transformations

6
Preliminary fundamentals Visual modes
  • Saccades
  • Pursuit (tracking)
  • VOR and VCR

7
Latencies and frequencies associated with the
basic pathways
These delays are long enough to make feedback
control impossible for everyday rapid movements.
8
Force field adaptations
  • (Bock 1990). More complex loads can take hundreds
    of movements (Lackner and DiZio 1994 Shadmehr
    and Mussa-Ivaldi 1994 Sainburg, Ghez et al.
    1999)
  • Capitalize on the adaptive phenomenon
  • Mussa-Ivaldi and Patton 2000
  • Mussa-Ivaldi and Patton 2000
  • Patton and Mussa-Ivaldi 2003
  • Scheidt grant

9
Dynamic Model of the Arm controller Functional
form assumptions
10
Stroke Adaptation
A. Unperturbed baseline
(Stroke Subject sa38)
11
Prisms many papers
  • Miles, F. A. and B. B. Eighmy (1980). "Long -term
    adaptive changes in primate vestibuloocular
    reflex I behavioral Observations." Journal of
    Neurophysiology 43 1406-1425.

12
Learning a warped visual space results in
straight-lined movements in the new space
  • Flanagan, J. R. and A. K. Rao (1995). "Trajectory
    adaptation to a nonlinear visuomotor
    transformation evidence of motion planning in
    visually perceived space." Journal of
    Neurophysiology 74(5) 2174-8.

13
Sainburg
  • Sainburg R. L., Lateiner J. E., Latash M. L.,
    Begesteiro L. B., (2003), Effects of altering
    initial position on movement direction and
    extent, J. Neurophysiology, vol. 89, pp. 401-415
  • Movement direction is specified relative to an
    origin at the current location of the hand

14
Smooth pursuit of the hand in the dark
  • Sandros early work tracking your hand using
    smooth pursuit, even in the dark

15
Imaging of Learning of a Visual rotation
  • Imamizu, H., S. Miyauchi, et al. (2000). "Human
    cerebellar activity reflecting an acquired
    internal model of a new tool. see comments.."
    Nature 403(6766) 192-5.
  • Tool use
  • brain areas active
  • cerebellum and was precisely proportional to the
    error signal that guides the acquisition of
    internal models during learning.
  • area near the posterior superior fissure and
    remained even after learning, when the error
    levels had been equalized, thus probably
    reflecting an acquired internal model of the new
    tool.

16
Are these using the same neural resources? --
NO, because they do not interfere!
  • Krakauer, J. W., Z. M. Pine, et al. (2000).
    "Learning of visuomotor transformations for
    vectorial planning of reaching trajectories."
    Journal of Neuroscience (Online) 20(23) 8916-24.
  • But

17
They do interfere if they use the same variable
(either position, velocity, acceleration, etc.)
  • Tong, C., D. M. Wolpert, et al. (2002).
    "Kinematics and dynamics are not represented
    independently in motor working memory evidence
    from an interference study." Journal of
    Neuroscience 22(3) 1108-13.

18
False Visual feedback
  • Secco, Scheidt, Mussa-Ivaldi, Conditt
  • in the works
  • Yoki bambi Brewer B. R., Klatky R., Matsuoka
    Y., 2003, Feedback Distorsion to increase
    Strength and Mobility, Proc. ICORR 2003,
    Daejeon, Korea
  • SrinivasanLaMotte
  • Srinivasan, M. and R. LaMotte (1995). Tactual
    Discrimination of Softness. Journal of
    Neurophysiology 73 88-101.
  • -- percieving stiffness higher when the visual
    feedback shows it.
  • Jim and Yejun
  • - learning vision using force
  • Jim and Preeti
  • - error augmentation

19
Stroke patients and hemispatial neglect
  • Rossetti, Y., G. Rode, et al. (1998). "Prism
    adaptation to a rightward optical deviation
    rehabilitates left hemispatial neglect." Nature
    395(6698) 166-9.

20
Combining visual kinematic
  • Flanagan J., Nakano E., Imamizu H., Osu R.,
    Yoshioka T., Kawato M., (1999), Composition and
    Decomposition of Internal Models in Motor
    Learning under Altered Kinematic and Dynamic
    Environments, Journal of Neuroscience, vol. 19,
    pp. RC34(1-5)
  • kinematic transformation (visuomotor rotation), a
    dynamic transformation (viscous curl field), and
    a combination of these.
  • Summation Errors on the combination were smaller
    if the subject first learned the separate
    kinematic and dynamic transformations.
  • Reaching errors under the kinematic (but not the
    dynamic) transformation were smaller if subjects
    first learned the combined.
  • The brain can combine decompose these different
    representations.

21
Things I forgot to include in the presentation on
tuesday
  • Wolpert, D. M., Z. Ghahramani, et al. (1995).
    "Are arm trajectories planned in kinematic or
    dynamic coordinates? An adaptation study."
    Experimental Brain Research 103(3) 460-70.
  • Warping of arm traj is best explained by visual
    distortions
  • Weiner, M. J., M. Hallett, et al. (1983).
    "Adaptation to lateral displacement of vision in
    patients with lesions of the central nervous
    system." Neurology 33(6) 766-72.
  • After-effects were significantly reduced only for
    the cerebellar patients
  • Pine, Z. M., J. W. Krakauer, et al. (1996).
    "Learning of scaling factors and reference axes
    for reaching movements." Neuroreport 7(14)
    2357-61.
  • Compared adaptation to display rotation and
    altered gain
  • Adaptation to rotation was less complete and more
    variable
  • Generalized broadly for gain change, but poorly
    for rotation
  • Duh, H. B. L., J. J. W. Lin, et al. (2002).
    "Effects of Characteristics of Image Quality in
    an Immersive Environment." Presence 11(3).
  • psychological and physiological effects of the VR
    on humans.

22
Things I forgot to include in the presentation on
tuesday
  • Duh, H. B. L., J. J. W. Lin, et al. (2002).
    "Effects of Characteristics of Image Quality in
    an Immersive Environment." Presence 11(3).
  • psychological and physiological effects of the VR
    on humans
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