Cargando…

Interacting Learning Processes during Skill Acquisition: Learning to control with gradually changing system dynamics

There is increasing evidence that sensorimotor learning under real-life conditions relies on a composition of several learning processes. Nevertheless, most studies examine learning behaviour in relation to one specific learning mechanism. In this study, we examined the interaction between reward-ba...

Descripción completa

Detalles Bibliográficos
Autores principales: Ludolph, Nicolas, Giese, Martin A., Ilg, Winfried
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5643438/
https://www.ncbi.nlm.nih.gov/pubmed/29038562
http://dx.doi.org/10.1038/s41598-017-13510-0
_version_ 1783271532813877248
author Ludolph, Nicolas
Giese, Martin A.
Ilg, Winfried
author_facet Ludolph, Nicolas
Giese, Martin A.
Ilg, Winfried
author_sort Ludolph, Nicolas
collection PubMed
description There is increasing evidence that sensorimotor learning under real-life conditions relies on a composition of several learning processes. Nevertheless, most studies examine learning behaviour in relation to one specific learning mechanism. In this study, we examined the interaction between reward-based skill acquisition and motor adaptation to changes of object dynamics. Thirty healthy subjects, split into two groups, acquired the skill of balancing a pole on a cart in virtual reality. In one group, we gradually increased the gravity, making the task easier in the beginning and more difficult towards the end. In the second group, subjects had to acquire the skill on the maximum, most difficult gravity level. We hypothesized that the gradual increase in gravity during skill acquisition supports learning despite the necessary adjustments to changes in cart-pole dynamics. We found that the gradual group benefits from the slow increment, although overall improvement was interrupted by the changes in gravity and resulting system dynamics, which caused short-term degradations in performance and timing of actions. In conclusion, our results deliver evidence for an interaction of reward-based skill acquisition and motor adaptation processes, which indicates the importance of both processes for the development of optimized skill acquisition schedules.
format Online
Article
Text
id pubmed-5643438
institution National Center for Biotechnology Information
language English
publishDate 2017
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-56434382017-10-19 Interacting Learning Processes during Skill Acquisition: Learning to control with gradually changing system dynamics Ludolph, Nicolas Giese, Martin A. Ilg, Winfried Sci Rep Article There is increasing evidence that sensorimotor learning under real-life conditions relies on a composition of several learning processes. Nevertheless, most studies examine learning behaviour in relation to one specific learning mechanism. In this study, we examined the interaction between reward-based skill acquisition and motor adaptation to changes of object dynamics. Thirty healthy subjects, split into two groups, acquired the skill of balancing a pole on a cart in virtual reality. In one group, we gradually increased the gravity, making the task easier in the beginning and more difficult towards the end. In the second group, subjects had to acquire the skill on the maximum, most difficult gravity level. We hypothesized that the gradual increase in gravity during skill acquisition supports learning despite the necessary adjustments to changes in cart-pole dynamics. We found that the gradual group benefits from the slow increment, although overall improvement was interrupted by the changes in gravity and resulting system dynamics, which caused short-term degradations in performance and timing of actions. In conclusion, our results deliver evidence for an interaction of reward-based skill acquisition and motor adaptation processes, which indicates the importance of both processes for the development of optimized skill acquisition schedules. Nature Publishing Group UK 2017-10-16 /pmc/articles/PMC5643438/ /pubmed/29038562 http://dx.doi.org/10.1038/s41598-017-13510-0 Text en © The Author(s) 2017 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Ludolph, Nicolas
Giese, Martin A.
Ilg, Winfried
Interacting Learning Processes during Skill Acquisition: Learning to control with gradually changing system dynamics
title Interacting Learning Processes during Skill Acquisition: Learning to control with gradually changing system dynamics
title_full Interacting Learning Processes during Skill Acquisition: Learning to control with gradually changing system dynamics
title_fullStr Interacting Learning Processes during Skill Acquisition: Learning to control with gradually changing system dynamics
title_full_unstemmed Interacting Learning Processes during Skill Acquisition: Learning to control with gradually changing system dynamics
title_short Interacting Learning Processes during Skill Acquisition: Learning to control with gradually changing system dynamics
title_sort interacting learning processes during skill acquisition: learning to control with gradually changing system dynamics
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5643438/
https://www.ncbi.nlm.nih.gov/pubmed/29038562
http://dx.doi.org/10.1038/s41598-017-13510-0
work_keys_str_mv AT ludolphnicolas interactinglearningprocessesduringskillacquisitionlearningtocontrolwithgraduallychangingsystemdynamics
AT giesemartina interactinglearningprocessesduringskillacquisitionlearningtocontrolwithgraduallychangingsystemdynamics
AT ilgwinfried interactinglearningprocessesduringskillacquisitionlearningtocontrolwithgraduallychangingsystemdynamics