fNIRS 기반 실시간 집중력 모니터링 모바일 애플리케이션
Mobile Application for Real-Time Monitoring of Concentration Based on fNIRS
  • 강선화
  • 이현주
  • 나희원
  • 동서연
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초록

Learning assistance system that continuously measures user’s concentration will be helpful to grasp the concentration pattern and adjust the learning method accordingly to improve the learning efficiency. Although a lot of various learning aids have been proposed, there have been few studies on the concentration monitoring system in real time. Therefore, in this study, we developed an Android-based mobile application that can measure concentration during study by using functional near-infrared spectroscopy, which is used to measure brain activity. First, the task accuracy was predicted at a maximum level of 93.75% from the prefrontal oxygenation characteristics measured while performing the visual Q&A task on 11 college students, and a concentration calculation formula based on a linear regression model was derived. Then, a survey on the usability of the mobile application was conducted, overall high satisfaction and positive opinions were obtained. From these findings, this application can be used as a customized learning aid application for users, and further, it can help educators improve the quality of classes based on the level of concentration of learners.

키워드

Brain-computer interfaceConcentration MonitoringFunctional near-infrared spectroscopy
제목
fNIRS 기반 실시간 집중력 모니터링 모바일 애플리케이션
제목 (타언어)
Mobile Application for Real-Time Monitoring of Concentration Based on fNIRS
저자
강선화이현주나희원동서연
DOI
10.9717/kmms.2020.24.2.295
발행일
2021-02
저널명
멀티미디어학회논문지
24
2
페이지
295 ~ 304