Analysis of brain activity influenced by replication accuracy in imitation learning in manufacturing industries

Yusuke Asaka, Keiichi Watanuki, Shuichi Fukuda, Keiichi Muramatsu, Lei Hou

研究成果: Conference contribution

抄録

Here, we investigate and discuss the effect of accuracy of imitation for improvement of skills on brain activity. In order to improve the skills, learners combine and accumulate information of the skills through practice. Thus, we used near-infrared spectroscopy (NIRS) to investigate brain activity during the process of improvement. Evaluation of the level of knowledge acquisition with monitoring of brain activity can be an indicator of the learner's degree of skill progression. Therefore, our final goal is constructing a new learning model based on brain activity monitoring and improving learning efficiency. We experimented on the assembly operation by imitation learning that assumed work in the manufacturing industries from a previous example. As a result, we showed the possibility of brain activity shift with improvement of the skill. In this article, we targeted task accuracy and investigated whether the brain activity shift is caused by a progress in the task accuracy, act of practice, or some other factor. As a result, we showed a possibility that the trend shift in the right and left dorsolateral prefrontal area and frontal pole was not caused by the simple task accuracy improvement but by the action of practice, which helped subjects store the information.

本文言語English
ホスト出版物のタイトル36th Computers and Information in Engineering Conference
出版社American Society of Mechanical Engineers (ASME)
ISBN(電子版)9780791850077
DOI
出版ステータスPublished - 2016
外部発表はい
イベントASME 2016 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE 2016 - Charlotte, United States
継続期間: 2016 8 212016 8 24

出版物シリーズ

名前Proceedings of the ASME Design Engineering Technical Conference
1A-2016

Conference

ConferenceASME 2016 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE 2016
国/地域United States
CityCharlotte
Period16/8/2116/8/24

ASJC Scopus subject areas

  • 機械工学
  • コンピュータ グラフィックスおよびコンピュータ支援設計
  • コンピュータ サイエンスの応用
  • モデリングとシミュレーション

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