Effects of model inaccuracies on reaching movements with intermittent control.

<h4>Background and objectives</h4>Human motor control (HMC) has been hypothesized to involve state estimation, prediction and feedback control to overcome noise, delays and disturbances. However, the nature of communication between these processes, and, in particular, whether it is conti...

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Main Authors: Igor Gindin, Miri Benyamini, Miriam Zacksenhouse
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2019-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0224265
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spelling doaj-eef81932865f4d42af8a457dfaaeec562021-03-04T10:23:34ZengPublic Library of Science (PLoS)PLoS ONE1932-62032019-01-011410e022426510.1371/journal.pone.0224265Effects of model inaccuracies on reaching movements with intermittent control.Igor GindinMiri BenyaminiMiriam Zacksenhouse<h4>Background and objectives</h4>Human motor control (HMC) has been hypothesized to involve state estimation, prediction and feedback control to overcome noise, delays and disturbances. However, the nature of communication between these processes, and, in particular, whether it is continuous or intermittent, is still an open issue. Depending on the nature of communication, the resulting control is referred to as continuous control (CC) or intermittent control (IC). While standard HMC theories are based on CC, IC has been argued to be more viable since it reduces computational and communication burden and agrees better with some experimental results. However, to be a feasible model for HMC, IC has to cope well with inaccurately modeled plants, which are common in daily life, as when lifting lighter than expected loads. While IC may involve event-driven triggering, it is generally assumed that refractory mechanisms in HMC set a lower limit on the interval between triggers. Hence, we focus on periodic IC, which addresses this lower limit and also facilitates analysis.<h4>Theoretical methods and results</h4>Theoretical stability criteria are derived for CC and IC of inaccurately modeled linear time-invariant systems with and without delays. Considering a simple muscle-actuated hand model with inaccurately modeled load, both CC and IC remain stable over most of the investigated range, and may become unstable only when the actual load is much smaller than expected, usually smaller than the minimum set by the actual mass of the forearm and hand. Neither CC nor IC is consistently superior to the other in terms of the range of loads over which the system remains stable.<h4>Numerical methods and results</h4>Numerical simulations of time-delayed reaching movements are presented and analyzed to evaluate the effects of model inaccuracies when the control and observer gains are time-dependent, as is assumed to occur in HMC. Both IC and CC agree qualitatively with previously published experimental results with inaccurately modeled plants. Thus, our study suggests that IC copes well with inaccurately modeled plants and is indeed a viable model for HMC.https://doi.org/10.1371/journal.pone.0224265
collection DOAJ
language English
format Article
sources DOAJ
author Igor Gindin
Miri Benyamini
Miriam Zacksenhouse
spellingShingle Igor Gindin
Miri Benyamini
Miriam Zacksenhouse
Effects of model inaccuracies on reaching movements with intermittent control.
PLoS ONE
author_facet Igor Gindin
Miri Benyamini
Miriam Zacksenhouse
author_sort Igor Gindin
title Effects of model inaccuracies on reaching movements with intermittent control.
title_short Effects of model inaccuracies on reaching movements with intermittent control.
title_full Effects of model inaccuracies on reaching movements with intermittent control.
title_fullStr Effects of model inaccuracies on reaching movements with intermittent control.
title_full_unstemmed Effects of model inaccuracies on reaching movements with intermittent control.
title_sort effects of model inaccuracies on reaching movements with intermittent control.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2019-01-01
description <h4>Background and objectives</h4>Human motor control (HMC) has been hypothesized to involve state estimation, prediction and feedback control to overcome noise, delays and disturbances. However, the nature of communication between these processes, and, in particular, whether it is continuous or intermittent, is still an open issue. Depending on the nature of communication, the resulting control is referred to as continuous control (CC) or intermittent control (IC). While standard HMC theories are based on CC, IC has been argued to be more viable since it reduces computational and communication burden and agrees better with some experimental results. However, to be a feasible model for HMC, IC has to cope well with inaccurately modeled plants, which are common in daily life, as when lifting lighter than expected loads. While IC may involve event-driven triggering, it is generally assumed that refractory mechanisms in HMC set a lower limit on the interval between triggers. Hence, we focus on periodic IC, which addresses this lower limit and also facilitates analysis.<h4>Theoretical methods and results</h4>Theoretical stability criteria are derived for CC and IC of inaccurately modeled linear time-invariant systems with and without delays. Considering a simple muscle-actuated hand model with inaccurately modeled load, both CC and IC remain stable over most of the investigated range, and may become unstable only when the actual load is much smaller than expected, usually smaller than the minimum set by the actual mass of the forearm and hand. Neither CC nor IC is consistently superior to the other in terms of the range of loads over which the system remains stable.<h4>Numerical methods and results</h4>Numerical simulations of time-delayed reaching movements are presented and analyzed to evaluate the effects of model inaccuracies when the control and observer gains are time-dependent, as is assumed to occur in HMC. Both IC and CC agree qualitatively with previously published experimental results with inaccurately modeled plants. Thus, our study suggests that IC copes well with inaccurately modeled plants and is indeed a viable model for HMC.
url https://doi.org/10.1371/journal.pone.0224265
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