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Interacting Learning Processes during Skill Acquisition: Learning to control with gradually changing system dynamics

机译:技能习得过程中的互动学习过程:通过逐渐变化的系统动力学学习控制

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摘要

There is increasing evidence that sensorimotor learning under real-life conditions relies on a composition of several learning processes. Nevertheless, most studies examine learning behaviour in relation to one specific learning mechanism. In this study, we examined the interaction between reward-based skill acquisition and motor adaptation to changes of object dynamics. Thirty healthy subjects, split into two groups, acquired the skill of balancing a pole on a cart in virtual reality. In one group, we gradually increased the gravity, making the task easier in the beginning and more difficult towards the end. In the second group, subjects had to acquire the skill on the maximum, most difficult gravity level. We hypothesized that the gradual increase in gravity during skill acquisition supports learning despite the necessary adjustments to changes in cart-pole dynamics. We found that the gradual group benefits from the slow increment, although overall improvement was interrupted by the changes in gravity and resulting system dynamics, which caused short-term degradations in performance and timing of actions. In conclusion, our results deliver evidence for an interaction of reward-based skill acquisition and motor adaptation processes, which indicates the importance of both processes for the development of optimized skill acquisition schedules.
机译:越来越多的证据表明,现实生活中的感觉运动学习依赖于几种学习过程的组合。然而,大多数研究都针对一种特定的学习机制来研究学习行为。在这项研究中,我们研究了基于奖励的技能获得与运动适应物体动力学变化之间的相互作用。 30名健康受试者(分为两组)掌握了在虚拟现实中平衡手推车上的杆子的技能。在一个小组中,我们逐渐增加了引力,使任务从一开始就更容易,而在结束时就更加困难。在第二组中,受试者必须掌握最大,最困难的重力水平的技能。我们假设,尽管必须对小车杆动力学的变化进行必要的调整,但在技能获取过程中重力的逐渐增加仍支持学习。我们发现,渐进式小组会从缓慢的增长中受益,尽管总体改善会因重力的变化和所产生的系统动力学而中断,从而导致性能和动作时间的短期下降。总之,我们的结果为基于奖励的技能获取和运动适应过程之间的相互作用提供了证据,这表明了这两个过程对于优化技能获取计划的制定的重要性。

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