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新动力学的运动学习不是在单个全局坐标系中表示的:混合坐标表示和局部学习的评估。

Motor learning of novel dynamics is not represented in a single global coordinate system: evaluation of mixed coordinate representations and local learning.

机构信息

Rehabilitation Institute of Chicago, Northwestern University, Chicago, Illinois;

出版信息

J Neurophysiol. 2014 Mar;111(6):1165-82. doi: 10.1152/jn.00493.2013. Epub 2013 Dec 18.

DOI:10.1152/jn.00493.2013
PMID:24353296
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC3949315/
Abstract

Successful motor performance requires the ability to adapt motor commands to task dynamics. A central question in movement neuroscience is how these dynamics are represented. Although it is widely assumed that dynamics (e.g., force fields) are represented in intrinsic, joint-based coordinates (Shadmehr R, Mussa-Ivaldi FA. J Neurosci 14: 3208-3224, 1994), recent evidence has questioned this proposal. Here we reexamine the representation of dynamics in two experiments. By testing generalization following changes in shoulder, elbow, or wrist configurations, the first experiment tested for extrinsic, intrinsic, or object-centered representations. No single coordinate frame accounted for the pattern of generalization. Rather, generalization patterns were better accounted for by a mixture of representations or by models that assumed local learning and graded, decaying generalization. A second experiment, in which we replicated the design of an influential study that had suggested encoding in intrinsic coordinates (Shadmehr and Mussa-Ivaldi 1994), yielded similar results. That is, we could not find evidence that dynamics are represented in a single coordinate system. Taken together, our experiments suggest that internal models do not employ a single coordinate system when generalizing and may well be represented as a mixture of coordinate systems, as a single system with local learning, or both.

摘要

成功的运动表现需要有能力根据任务动态来调整运动指令。运动神经科学中的一个核心问题是这些动态是如何被表示的。尽管人们普遍认为动态(例如力场)是在固有、关节为基础的坐标系中表示的(Shadmehr R, Mussa-Ivaldi FA. J Neurosci 14: 3208-3224, 1994),但最近的证据对这一假设提出了质疑。在这里,我们通过两个实验重新研究了动力学的表示。通过测试在肩部、肘部或腕部配置变化后的泛化情况,第一个实验测试了外在的、内在的或以物体为中心的表示。没有单一的坐标系可以解释泛化的模式。相反,泛化模式可以通过混合表示或假设局部学习和分级、衰减泛化的模型更好地解释。第二个实验复制了一项有影响力的研究的设计,该研究表明了内在坐标系中的编码(Shadmehr 和 Mussa-Ivaldi 1994),得出了类似的结果。也就是说,我们无法找到证据表明动态是在单一坐标系中表示的。总之,我们的实验表明,当进行泛化时,内部模型不会使用单一的坐标系,而可能是多种坐标系的混合体,或者是具有局部学习的单一系统,或者两者兼而有之。

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