Sensory uncertainty and stick balancing at the fingertip

Insperger, Tamás Antal and Milton, John (2014) Sensory uncertainty and stick balancing at the fingertip. BIOLOGICAL CYBERNETICS, 108 (1). pp. 85-101. ISSN 0340-1200

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Abstract

The effects of sensory input uncertainty, ε , on the stability of time-delayed human motor control are investigated by calculating the minimum stick length, ℓcrit , that can be stabilized in the inverted position for a given time delay, τ . Five control strategies often discussed in the context of human motor control are examined: three time-invariant controllers [proportional–derivative, proportional–derivative–acceleration (PDA), model predictive (MP) controllers] and two time-varying controllers [act-and-wait (AAW) and intermittent predictive controllers]. The uncertainties of the sensory input are modeled as a multiplicative term in the system output. Estimates based on the variability of neural spike trains and neural population responses suggest that ε≈7 –13 %. It is found that for this range of uncertainty, a tapped delay-line type of MP controller is the most robust controller. In particular, this controller can stabilize inverted sticks of the length balanced by expert stick balancers (0.25–0.5 m when τ≈0.08 s). However, a PDA controller becomes more effective when ε>15% . A comparison between ℓcrit for human stick balancing at the fingertip and balancing on the rubberized surface of a table tennis racket suggest that friction likely plays a role in balance control. Measurements of ℓcrit,τ , and a variability of the fluctuations in the vertical displacement angle, an estimate of ε , may make it possible to study the changes in control strategy as motor skill develops.

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