Scaling laws for nonlinear dynamical models of articulatory control.

IF 1.4 Q3 ACOUSTICS JASA express letters Pub Date : 2025-02-01 DOI:10.1121/10.0035560
Sam Kirkham
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引用次数: 0

Abstract

Dynamical theories of speech use computational models of articulatory control to generate quantitative predictions and advance understanding of speech dynamics. The addition of a nonlinear restoring force to task dynamic models is a significant improvement over linear models, but nonlinearity introduces challenges with parameterization and interpretability. We illustrate these problems through numerical simulations and introduce solutions in the form of scaling laws. We apply the scaling laws to a cubic model and show how they facilitate interpretable simulations of articulatory dynamics and can be theoretically interpreted as imposing physical and cognitive constraints on models of speech movement dynamics.

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关节控制非线性动力学模型的标度律。
言语动力学理论使用发音控制的计算模型来产生定量预测和促进对言语动力学的理解。在任务动态模型中加入非线性恢复力是对线性模型的重大改进,但非线性引入了参数化和可解释性方面的挑战。我们通过数值模拟来说明这些问题,并以标度律的形式引入解决方案。我们将缩放定律应用于一个立方模型,并展示了它们如何促进发音动力学的可解释模拟,并且可以在理论上解释为对言语运动动力学模型施加物理和认知约束。
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