TY - JOUR
T1 - Hierarchical motor adaptations negotiate failures during force field learning
AU - Ikegami, Tsuyoshi
AU - Ganesh, Gowrishankar
AU - Gibo, Tricia L.
AU - Yoshioka, Toshinori
AU - Osu, Rieko
AU - Kawato, Mitsuo
N1 - Funding Information:
TI was supported by JSPS KAKENHI Grant #26750387 (https://www.jsps.go.jp/jgrantsinaid/). RO was supported by KAKENHI Grants #17H02128 and # 20H05482. MK was supported by AMED Grant #JP20dm0307008 (https://www.amed.go.jp/), and JST ERATO Grant # JPMJER1801 (https://www.jst.go.jp/). TY was supported by a contract with the National Institute of Information and Communications Technology, entitled ‘Development of network dynamics modeling methods for human brain data simulation systems’ (https://www.nict.go.jp/). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Publisher Copyright:
© 2021 Ikegami et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
PY - 2021/4
Y1 - 2021/4
N2 - Humans have the amazing ability to learn the dynamics of the body and environment to develop motor skills. Traditional motor studies using arm reaching paradigms have viewed this ability as the process of ‘internal model adaptation’. However, the behaviors have not been fully explored in the case when reaches fail to attain the intended target. Here we examined human reaching under two force fields types; one that induces failures (i.e., target errors), and the other that does not. Our results show the presence of a distinct failure-driven adaptation process that enables quick task success after failures, and before completion of internal model adaptation, but that can result in persistent changes to the undisturbed trajectory. These behaviors can be explained by considering a hierarchical interaction between internal model adaptation and the failure-driven adaptation of reach direction. Our findings suggest that movement failure is negotiated using hierarchical motor adaptations by humans.
AB - Humans have the amazing ability to learn the dynamics of the body and environment to develop motor skills. Traditional motor studies using arm reaching paradigms have viewed this ability as the process of ‘internal model adaptation’. However, the behaviors have not been fully explored in the case when reaches fail to attain the intended target. Here we examined human reaching under two force fields types; one that induces failures (i.e., target errors), and the other that does not. Our results show the presence of a distinct failure-driven adaptation process that enables quick task success after failures, and before completion of internal model adaptation, but that can result in persistent changes to the undisturbed trajectory. These behaviors can be explained by considering a hierarchical interaction between internal model adaptation and the failure-driven adaptation of reach direction. Our findings suggest that movement failure is negotiated using hierarchical motor adaptations by humans.
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U2 - 10.1371/journal.pcbi.1008481
DO - 10.1371/journal.pcbi.1008481
M3 - Article
C2 - 33872304
AN - SCOPUS:85104837361
SN - 1553-734X
VL - 17
JO - PLoS Computational Biology
JF - PLoS Computational Biology
IS - 4
M1 - e1008481
ER -