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Phase Transitions in Coupled Nonlinear Oscillators

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Left hand. Right hand. Right hand. Left hand. Phase portrait: Bimanual Oscillations. Left hand ... of phase transitions in human hand movements. Biol. Cybern. ... – PowerPoint PPT presentation

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Title: Phase Transitions in Coupled Nonlinear Oscillators


1
Phase Transitions in Coupled Nonlinear
Oscillators
  • Tanya Leise
  • Amherst College
  • tleise_at_amherst.edu
  • Materials available at www.amherst.edu/tleise

2
Single Finger Oscillation
3
Single Finger Oscillation
4
Bimanual Oscillations
Left hand Right hand
Right hand
Phase portrait
Left hand
5
Bimanual Oscillations
Right hand
Left hand Right hand
Left hand
Right hand
Left hand
6
Bimanual Oscillations
  • Increasing frequency

In-phase
Out-of-phase
Transition
7
Basic Features
  • Only two stable states exist in-phase and
    out-of-phase.
  • As the frequency passes a critical value,
    out-of-phase oscillation abruptly changes to
    in-phase.
  • Beyond this critical frequency, only in-phase
    motion is possible.

8
Developing a Model
  • Goals
  • To develop a minimal model that can reproduce
    these qualitative features
  • To gain insight into underlying neuromuscular
    system (how both flexibility and stability can be
    achieved)
  • Nature uses only the longest threads to weave
    her pattern, so each small piece of the fabric
    reveals the organization of the entire tapestry.
  • ?R.P. Feynman

9
Developing a Model
  • Control parameter
  • Frequency w of oscillation (1-6 Hz divide by 2?
    for radians/sec)
  • Variables (describing oscillations)
  • Relative phase f of fingers (0º or 180º)
  • Amplitude r of finger motion (0-2 inches)

10
Differential equation models
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11
Nonlinear Oscillator
  • Include nonlinear damping term(s) to yield
    desired phase shifts as ? increases
  • Obtain self-sustaining oscillations if use
    negative linear damping term
  • Hybrid oscillator (Van der Pol/Rayleigh)
  • Seek stable oscillatory solution of form

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12
Single Finger Oscillatory Solution
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Single Finger Oscillatory Solution
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14
Single Finger Oscillatory Solution
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Coupled Nonlinear Oscillators
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Bimanual Oscillatory Solutions
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Bimanual Oscillatory Solutions
18
Stability Analysis
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19
Loss of Stability Leads to Phase Transition
  • Stability of the out-of-phase motion depends on
    the sign of the eigenvalue
  • Increasing frequency ? beyond a critical value
    ?cr leads to change in stability of out-of-phase
    motion, triggering switch to in-phase motion

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20
Energy Well Analogy
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  • Potential function V(?) defined via
  • Minima of V correspond to stable phases
  • Maxima of V correspond to unstable phases

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21
An Energy Well Model
Slow twiddling frequency
Fast twiddling frequency
22
Basic Twiddling Model
Potential function V for phase difference f
Stable states correspond to energy wells (minima
of V)
Conclusion f0 is always a stable state (minimum
for any a and b), while fp is a stable state
only for parameter values B/Agt1/4.
23
Sources
  • H. Haken, J.A.S. Kelso, and H. Bunz. A
    theoretical model of phase transitions in human
    hand movements. Biol. Cybern., 51347-356, 1985.
  • A.S. Kelso, G. Schöner, J.P. Scholz, and H.
    Haken. Phase-locked modes, phase transitions and
    component oscillators in biological motion.
    Physica Scripta, 3579-87, 1987.
  • B.A. Kay, J.A.S. Kelso, E.L. Saltzman, and G.
    Schöner. Space-Time Behavior of Single and
    Bimanual Rhythmical Movements Data and Limit
    Cycle Model. Journal of Experimental Psychology
    Human Perception and Performance, 13(2)178-192,
    1987.
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