ABSTRACT
Distance learning, for which the demand is increasing due to the recent expansion of the COVID-19 pandemic, pointed out the problem of less communication level that it would reduce student's concentration level in the study. However, there is no clear and objective evidence about such effect on the concentration level. In this work, we propose a method to objectively evaluate distance learning with the biometric information to understand the difference of the student's concentration level during the study. We measure the student's electroencephalography (EEG) and heart rate variability (HRV) to evaluate the concentration level by observing the change of student's emotion based on different communication condition during distance learning. In the experiment, we measured EEG and HRV of the students, while turning on and off face-to-face (FTF) video camera. The analysis of EEG and HRV results show that different communication condition effect student's concentration level. We found that their emotional states are different when the video is turned on and off and also found that it could be due to their preferences of the subject.
- Kenjiro Taura, 2020. Introduction of questionnaire results regarding online classes [Translated from Japanese]. https://www.nii.ac.jp/event/upload/20200904-06_Taura.pdf (accessed 2020-09-08)Google Scholar
- Noriatsu Kudo, Yoko Murakami, Koji Ogawa, Keiko Okawa, Jun Murai, 2003. Building interaction support system for participants in the Internet based distance class, Internet Conference, 2003, 97--104, https://iss.ndl.go.jp/books/R100000002-I000000104545-00Google Scholar
- Naoto Urabe, Midori Sugaya, 2020. An Emotion Classification Method for Individuals Using EEG and Heart Rate Data and Deep Learning, Proceedings of the Annual Conference of JSAI, Vol JSAI2020, 34th Annual Conference, J2F6GS1302-2F6GS1302 Google Scholar
Cross Ref
- Genki Shiraiwa, Midori Sugaya, 2020, Verification of learning motivation improvement by voice of robot -quantitative evaluation by EEG analysis-[Transrated from Japanese]. IEICE technical report, 119, 446, CNR2019-45, 1--6Google Scholar
- Tasuya Ohnishi, Hiroshi Yamajima, Jun Sawamoto, 2009. Development of a Remote Consultation System Using Avatar Technology, EEJ Transactions on Electronics, Information and Systems, 129, 7, 1408--1415 (2009) Google Scholar
Cross Ref
Index Terms
Evaluation of distance learning on concentration and relax by EEG and HRV: poster abstract
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