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. 2015 Jun;41(3):257-92.
doi: 10.1007/s10867-015-9378-z. Epub 2015 Mar 3.

Interplay between order-parameter and system parameter dynamics: considerations on perceptual-cognitive-behavioral mode-mode transitions exhibiting positive and negative hysteresis and on response times

Affiliations

Interplay between order-parameter and system parameter dynamics: considerations on perceptual-cognitive-behavioral mode-mode transitions exhibiting positive and negative hysteresis and on response times

T D Frank et al. J Biol Phys. 2015 Jun.

Abstract

A mathematical model is presented for the emergence of perceptual-cognitive-behavioral modes in psychophysical experiments in which participants are confronted with two alternatives. The model is based on the theory of self-organization and, in particular, the order parameter concept such that the emergence of a mode is conceptualized as an instability leading to the emergence of an appropriately defined order parameter. The order parameter model is merged with a second model that describes adaptation in terms of a system parameter dynamics. It is shown that the two-component model predicts hysteretic mode-mode transitions when control parameters are increased or decreased beyond critical values. The two-component model can account for both positive and negative hysteresis effects due to the interaction between order parameter and system parameter dynamics. Moreover, the model-based analysis reveals that response time curves look rather flat when response times are relatively decoupled from the mode-mode transition phenomenon. In general, response time curves exhibit a peaked close to the mode-mode transition point. In this context, the possibility is discussed that such peaked response time curves belong to the class of critical phenomena of self-organizing systems. In order to illustrate the relevance of peaked response time curves for future research and research reported in the past, results from a perceptual judgment experiment are reported, in which participants judged their ability to stand on a tilted slope for various angles of inclination. Response time curves were found that exhibited a peak around the mode-mode-transition points between "yes" and "no" responses.

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Figures

Fig. 1
Fig. 1
Outline of a generalized order parameter model for switches between alternative modes of perceptual-cognitive-behavioral processes. The generalized model is based on Haken’s synergetic order parameter model for non-equilibrium pattern formation and pattern recognition systems [14]. The model takes the interplay between order parameter dynamics and system parameter dynamics into account. Variables: ξ k order parameters, L k system parameters, α (experimentally accessible) control parameter reflecting properties of the environment, s k and λ k coupling parameters. See text for details. Mathematical details can be found in Section 2
Fig. 2
Fig. 2
Representative trajectories of order parameters ξ 1(t) and ξ 2(t) as obtained by solving (5) numerically (Euler forward with single time step 0.01). Parameters as in Fig. 3 for the first trial in the ascending sequence
Fig. 3
Fig. 3
Simulation results for hysteretic mode-mode transitions in the case of positive hysteresis and a flat response time curve in the pre- and post-transition regions. Panel a λ 1 (solid) and λ 2 (dashed). Panel b L 1 (solid) and L 2 (dashed). Both lines are on top of each other. Panel c ξ 1,st (full circle) and ξ 2,st (open diamonds). Panel d response times in a logarithmic scale as obtained numerically (symbols) and as defined by (35) (solid line). Parameters: g=1.0168, h=0, α={5,7,...,33}, 𝜃=0.95, D=0.60, w=0.10, L 0=0.7002, β=0.0023, T=5
Fig. 4
Fig. 4
Simulation results for hysteretic mode-mode transitions in the case of negative hysteresis and a response time curve that is flat in the pre- and post-transition regions. Panels as in Fig. 3. Parameters: g=1.0, h=0.0219, α={11,13,...,41}, 𝜃=0.95, D=0.60, w=0.10, L 0=0.7002, β=0.0022, T=5
Fig. 5
Fig. 5
Illustration of the behavior of the auto-regulated pseudo control parameter ΔL involved in mode-mode transitions exhibiting negative hysteresis. ΔL was computed from L 1 and L 2, see (20), using the values shown in Fig. 4b
Fig. 6
Fig. 6
Simulation results for hysteretic mode-mode transitions in the case of positive hysteresis and a peaked response time curve. Panels as in Fig. 3. Parameters: g=1.0168, h=0, α={5,7,...,33}, η=0.10, E=0.20, w=0.10, L 0=0.7002, β=0.0023, T=5
Fig. 7
Fig. 7
Simulation results for hysteretic mode-mode transitions in the case of negative hysteresis and a peaked response time curve. Panels as in Fig. 3. Parameters: g=1.0, h=0.0219, α={11,13,...,41}, η=0.10, E=0.20, w=0.10, L 0=0.7002, β=0.0022, T=5
Fig. 8
Fig. 8
Experimental results for visual (solid lines) and haptic (dashed lines) judgment tasks. Top panel percentage of “Yes” responses. Bottom panel response times (linear scale)

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