Human stick balancing: Tuning Levy flights to improve balance control

被引:107
作者
Cabrera, JL
Milton, JG
机构
[1] Inst Venezolano Invest Cient, Ctr Fis, Lab Fis Estadist, Caracas 1020A, Venezuela
[2] Univ Chicago, Dept Neurol, MC 2030, Chicago, IL 60637 USA
[3] Univ Chicago, Comm Neurobiol, MC 2030, Chicago, IL 60637 USA
[4] Univ Chicago, Comm Computat Neurosci, MC 2030, Chicago, IL 60637 USA
关键词
D O I
10.1063/1.1785453
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
State-dependent, or parametric, noise is an essential component of the neural control mechanism for stick balancing at the fingertip. High-speed motion analysis in three dimensions demonstrates that the controlling movements made by the fingertip during stick balancing can be described by a Levy flight. The Levy index, alpha, is approximately 0.9; a value close to optimal for a random search. With increased skill, the index alpha does not change. However, the tails of the Levy distribution become broader. These observations suggest a Levy flight that is truncated by the properties of the nervous and musculoskeletal system; the truncation decreasing as skill level increases. Measurements of the cross-correlation between the position of the tip of the stick and the fingertip demonstrate that the role of closed-loop feedback changes with increased skill. Moreover, estimation of the neural latencies for stick balancing show that for a given stick length, the latency increases with skill level. It is suggested that the neural control for stick balancing involves a mechanism in which brief intervals of consciously generated, corrective movements alternate with longer intervals of prediction-free control. With learning the truncation of the Levy flight becomes better optimized for balance control and hence the time between successive conscious corrections increases. These observations provide the first evidence that changes in a Levy flight may have functional significance for the nervous system. This work has implications for the control of balancing problems ranging from falling in the elderly to the design of two-legged robots and earthquake proof buildings. (C) 2004 American Institute of Physics.
引用
收藏
页码:691 / 698
页数:8
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