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Forward Inverse Relaxation Model Incorporating Movement Duration Optimization

A computational trajectory formation model based on the optimization principle, which introduces the forward inverse relaxation model (FIRM) as the hardware and algorithm, represents the features of human arm movements well. However, in this model, the movement duration was defined as a given value...

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Detalles Bibliográficos
Autores principales: Takeda, Misaki, Nambu, Isao, Wada, Yasuhiro
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7912108/
https://www.ncbi.nlm.nih.gov/pubmed/33498720
http://dx.doi.org/10.3390/brainsci11020149
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author Takeda, Misaki
Nambu, Isao
Wada, Yasuhiro
author_facet Takeda, Misaki
Nambu, Isao
Wada, Yasuhiro
author_sort Takeda, Misaki
collection PubMed
description A computational trajectory formation model based on the optimization principle, which introduces the forward inverse relaxation model (FIRM) as the hardware and algorithm, represents the features of human arm movements well. However, in this model, the movement duration was defined as a given value and not as a planned value. According to considerable empirical facts, movement duration changes depending on task factors, such as required accuracy and movement distance thus, it is considered that there are some criteria that optimize the cost function. Therefore, we propose a FIRM that incorporates a movement duration optimization module. The movement duration optimization module minimizes the weighted sum of the commanded torque change term as the trajectory cost, and the tolerance term as the cost of time. We conducted a behavioral experiment to examine how well the movement duration obtained by the model reproduces the true movement. The results suggested that the model movement duration was close to the true movement. In addition, the trajectory generated by inputting the obtained movement duration to the FIRM reproduced the features of the actual trajectory well. These findings verify the use of this computational model in measuring human arm movements.
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spelling pubmed-79121082021-02-28 Forward Inverse Relaxation Model Incorporating Movement Duration Optimization Takeda, Misaki Nambu, Isao Wada, Yasuhiro Brain Sci Article A computational trajectory formation model based on the optimization principle, which introduces the forward inverse relaxation model (FIRM) as the hardware and algorithm, represents the features of human arm movements well. However, in this model, the movement duration was defined as a given value and not as a planned value. According to considerable empirical facts, movement duration changes depending on task factors, such as required accuracy and movement distance thus, it is considered that there are some criteria that optimize the cost function. Therefore, we propose a FIRM that incorporates a movement duration optimization module. The movement duration optimization module minimizes the weighted sum of the commanded torque change term as the trajectory cost, and the tolerance term as the cost of time. We conducted a behavioral experiment to examine how well the movement duration obtained by the model reproduces the true movement. The results suggested that the model movement duration was close to the true movement. In addition, the trajectory generated by inputting the obtained movement duration to the FIRM reproduced the features of the actual trajectory well. These findings verify the use of this computational model in measuring human arm movements. MDPI 2021-01-23 /pmc/articles/PMC7912108/ /pubmed/33498720 http://dx.doi.org/10.3390/brainsci11020149 Text en © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Takeda, Misaki
Nambu, Isao
Wada, Yasuhiro
Forward Inverse Relaxation Model Incorporating Movement Duration Optimization
title Forward Inverse Relaxation Model Incorporating Movement Duration Optimization
title_full Forward Inverse Relaxation Model Incorporating Movement Duration Optimization
title_fullStr Forward Inverse Relaxation Model Incorporating Movement Duration Optimization
title_full_unstemmed Forward Inverse Relaxation Model Incorporating Movement Duration Optimization
title_short Forward Inverse Relaxation Model Incorporating Movement Duration Optimization
title_sort forward inverse relaxation model incorporating movement duration optimization
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7912108/
https://www.ncbi.nlm.nih.gov/pubmed/33498720
http://dx.doi.org/10.3390/brainsci11020149
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