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Explaining Savings for Visuomotor Adaptation: Linear Time-Invariant State-Space Models Are Not Sufficient

机译:解释节省动力运动的适应性:线性时不变状态空间模型不充分

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摘要

Adaptation of the motor system to sensorimotor perturbations is a type of learning relevant for tool use and coping with an ever-changing body. Memory for motor adaptation can take the form of savings: an increase in the apparent rate constant of readaptation compared with that of initial adaptation. The assessment of savings is simplified if the sensory errors a subject experiences at the beginning of initial adaptation and the beginning of readaptation are the same. This can be accomplished by introducing either 1) a sufficiently small number of counterperturbation trials (counterperturbation paradigm [CP]) or 2) a sufficiently large number of zero-perturbation trials (washout paradigm [WO]) between initial adaptation and readaptation. A two-rate, linear time-invariant state-space model (SSMLTI,2) was recently shown to theoretically produce savings for CP. However, we reasoned from superposition that this model would be unable to explain savings for WO. Using the same task (planar reaching) and type of perturbation (visuomotor rotation), we found comparable savings for both CP and WO paradigms. Although SSMLTI,2 explained some degree of savings for CP it failed completely for WO. We conclude that for visuomotor rotation, savings in general is not simply a consequence of LTI dynamics. Instead savings for visuomotor rotation involves metalearning, which we show can be modeled as changes in system parameters across the phases of an adaptation experiment.
机译:使马达系统适应感觉马达的扰动是一种与工具使用和应对不断变化的身体相关的学习类型。电机适应性记忆可以采取节省形式:与初始适应性相比,重新适应的表观速率常数增加。如果受试者在初始适应开始和重新适应开始时遇到的感觉错误相同,则可以简化储蓄的评估。这可以通过在初始适应和重新适应之间引入1)足够数量的反扰动试验(counterperturbation范式[CP])或2)足够数量的零扰动试验(冲刷范式[WO])来实现。最近显示了一种二速率线性时不变状态空间模型(SSMLTI,2),从理论上讲可以节省CP。但是,我们从叠加得出的结论是,该模型将无法解释WO的节省。使用相同的任务(平面到达)和摄动类型(视觉运动旋转),我们发现CP和WO范例可比节省。尽管SSMLTI [2]解释了CP的某种程度的节省,但是WO完全失败了。我们得出的结论是,对于运动自转,节省通常不是LTI动态的简单结果。取而代之的是,运动运动的节省涉及到金属切削,我们证明可以将其建模为适应实验各阶段系统参数的变化。

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