Suppr超能文献

运动学习以变化的 Lévy 分布为特征。

Motor learning characterized by changing Lévy distributions.

作者信息

Cluff Tyler, Balasubramaniam Ramesh

机构信息

Sensorimotor Neuroscience Laboratory, Department of Kinesiology, McMaster University, Hamilton, Ontario, Canada.

出版信息

PLoS One. 2009 Jun 22;4(6):e5998. doi: 10.1371/journal.pone.0005998.

Abstract

The probability distributions for changes in transverse plane fingertip speed are Lévy distributed in human pole balancing. Six subjects learned to balance a pole on their index finger over three sessions while sitting and standing. The Lévy or decay exponent decreased as a function of learning, showing reduced decay in the probability for large speed steps and was significantly smaller in the sitting condition. However, the probability distribution for changes in fingertip speed was truncated so that the probability for large steps was reduced in this condition. These results show a learning-induced tolerance for large speed step sizes and demonstrate that motor learning in continuous tasks may be characterized by changing distributions that reflect sensorimotor skill acquisition.

摘要

在人体平衡杆任务中,横平面指尖速度变化的概率分布呈 Lévy 分布。六名受试者在坐着和站立的状态下,通过三个阶段学习用食指平衡一根杆子。Lévy 指数或衰减指数随着学习而降低,表明大步长速度的概率衰减减少,并且在坐着的状态下显著更小。然而,指尖速度变化的概率分布被截断,因此在这种情况下大步长的概率降低。这些结果表明学习会诱导对大步长速度的耐受性,并证明连续任务中的运动学习可能以反映感觉运动技能习得的变化分布为特征。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ccfe/2695787/b01b4b174f6c/pone.0005998.g001.jpg

相似文献

1
Motor learning characterized by changing Lévy distributions.
PLoS One. 2009 Jun 22;4(6):e5998. doi: 10.1371/journal.pone.0005998.
2
Human stick balancing: tuning Lèvy flights to improve balance control.
Chaos. 2004 Sep;14(3):691-8. doi: 10.1063/1.1785453.
3
Perceptual and motor learning underlies human stick-balancing skill.
J Neurophysiol. 2015 Jan 1;113(1):156-71. doi: 10.1152/jn.00538.2013. Epub 2014 Oct 8.
4
Sensorimotor control of the trunk in sitting sway referencing.
J Neurophysiol. 2018 Jul 1;120(1):37-52. doi: 10.1152/jn.00330.2017. Epub 2018 Feb 28.
5
Dynamical structure of hand trajectories during pole balancing.
Neurosci Lett. 2009 Oct 23;464(2):88-92. doi: 10.1016/j.neulet.2009.08.039. Epub 2009 Aug 20.
6
Changing brain networks for visuomotor control with increased movement automaticity.
J Neurophysiol. 2004 Oct;92(4):2405-12. doi: 10.1152/jn.01092.2003.
7
Reduced postural sway during quiet standing by light touch is due to finger tactile feedback but not mechanical support.
Exp Brain Res. 2008 Jun;188(1):153-8. doi: 10.1007/s00221-008-1426-5. Epub 2008 May 28.
8
Dynamics of motor-related functional integration during motor sequence learning.
Neuroimage. 2010 Jan 1;49(1):759-66. doi: 10.1016/j.neuroimage.2009.08.048. Epub 2009 Aug 28.
9
State-space intermittent feedback stabilization of a dual balancing task.
Sci Rep. 2020 May 21;10(1):8470. doi: 10.1038/s41598-020-64911-7.

引用本文的文献

2
State-space intermittent feedback stabilization of a dual balancing task.
Sci Rep. 2020 May 21;10(1):8470. doi: 10.1038/s41598-020-64911-7.
4
Stabilization of a Cart Inverted Pendulum: Improving the Intermittent Feedback Strategy to Match the Limits of Human Performance.
Front Comput Neurosci. 2019 Apr 5;13:16. doi: 10.3389/fncom.2019.00016. eCollection 2019.
5
It's Not (Only) the Mean that Matters: Variability, Noise and Exploration in Skill Learning.
Curr Opin Behav Sci. 2018 Apr;20:183-195. doi: 10.1016/j.cobeha.2018.01.004. Epub 2018 Mar 1.
6
Control at stability's edge minimizes energetic costs: expert stick balancing.
J R Soc Interface. 2016 Jun;13(119). doi: 10.1098/rsif.2016.0212.
8
Learning an intermittent control strategy for postural balancing using an EMG-based human-computer interface.
PLoS One. 2013 May 22;8(5):e62956. doi: 10.1371/journal.pone.0062956. Print 2013.
9
Stability control of grasping objects with different locations of center of mass and rotational inertia.
J Mot Behav. 2012;44(3):169-78. doi: 10.1080/00222895.2012.665101. Epub 2012 Mar 28.
10
Learning a stick-balancing task involves task-specific coupling between posture and hand displacements.
Exp Brain Res. 2011 Aug;213(1):15-25. doi: 10.1007/s00221-011-2768-y. Epub 2011 Jun 26.

本文引用的文献

1
Computational approaches to motor control.
Trends Cogn Sci. 1997 Sep;1(6):209-16. doi: 10.1016/S1364-6613(97)01070-X.
2
Imaging motor imagery: methodological issues related to expertise.
Methods. 2008 Aug;45(4):336-41. doi: 10.1016/j.ymeth.2008.05.002. Epub 2008 Jun 2.
3
Revisiting Lévy flight search patterns of wandering albatrosses, bumblebees and deer.
Nature. 2007 Oct 25;449(7165):1044-8. doi: 10.1038/nature06199.
4
Central control of grasp: manipulation of objects with complex and simple dynamics.
Neuroimage. 2007 Jun;36(2):388-95. doi: 10.1016/j.neuroimage.2007.01.057. Epub 2007 Mar 23.
5
Central representation of dynamics when manipulating handheld objects.
J Neurophysiol. 2006 Feb;95(2):893-901. doi: 10.1152/jn.00198.2005. Epub 2005 Oct 26.
7
Human stick balancing: tuning Lèvy flights to improve balance control.
Chaos. 2004 Sep;14(3):691-8. doi: 10.1063/1.1785453.
8
Bayesian integration in sensorimotor learning.
Nature. 2004 Jan 15;427(6971):244-7. doi: 10.1038/nature02169.
9
Multiple paired forward and inverse models for motor control.
Neural Netw. 1998 Oct;11(7-8):1317-29. doi: 10.1016/s0893-6080(98)00066-5.
10
On-off intermittency in a human balancing task.
Phys Rev Lett. 2002 Oct 7;89(15):158702. doi: 10.1103/PhysRevLett.89.158702. Epub 2002 Sep 20.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验