Cargando…

Effects of model inaccuracies on reaching movements with intermittent control

BACKGROUND AND OBJECTIVES: 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 intermitte...

Descripción completa

Detalles Bibliográficos
Autores principales: Gindin, Igor, Benyamini, Miri, Zacksenhouse, Miriam
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6821106/
https://www.ncbi.nlm.nih.gov/pubmed/31665168
http://dx.doi.org/10.1371/journal.pone.0224265
_version_ 1783464089778913280
author Gindin, Igor
Benyamini, Miri
Zacksenhouse, Miriam
author_facet Gindin, Igor
Benyamini, Miri
Zacksenhouse, Miriam
author_sort Gindin, Igor
collection PubMed
description BACKGROUND AND OBJECTIVES: 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. THEORETICAL METHODS AND RESULTS: 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. NUMERICAL METHODS AND RESULTS: 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.
format Online
Article
Text
id pubmed-6821106
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-68211062019-11-08 Effects of model inaccuracies on reaching movements with intermittent control Gindin, Igor Benyamini, Miri Zacksenhouse, Miriam PLoS One Research Article BACKGROUND AND OBJECTIVES: 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. THEORETICAL METHODS AND RESULTS: 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. NUMERICAL METHODS AND RESULTS: 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. Public Library of Science 2019-10-30 /pmc/articles/PMC6821106/ /pubmed/31665168 http://dx.doi.org/10.1371/journal.pone.0224265 Text en © 2019 Gindin et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Gindin, Igor
Benyamini, Miri
Zacksenhouse, Miriam
Effects of model inaccuracies on reaching movements with intermittent control
title 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_short Effects of model inaccuracies on reaching movements with intermittent control
title_sort effects of model inaccuracies on reaching movements with intermittent control
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6821106/
https://www.ncbi.nlm.nih.gov/pubmed/31665168
http://dx.doi.org/10.1371/journal.pone.0224265
work_keys_str_mv AT gindinigor effectsofmodelinaccuraciesonreachingmovementswithintermittentcontrol
AT benyaminimiri effectsofmodelinaccuraciesonreachingmovementswithintermittentcontrol
AT zacksenhousemiriam effectsofmodelinaccuraciesonreachingmovementswithintermittentcontrol