A learning concentration detection system by using an artificial bee colony algorithm

Yen Ning Su, Chia Cheng Hsu, Hsin Chin Chen, Kuo Kuang Huang, Yueh-Min Huang

研究成果: Conference contribution

2 引文 斯高帕斯(Scopus)

摘要

This study presents an application of sensing technology in a teaching and learning environment. In a general instruction environment, most instructors teach and manage about thirty students in a classroom. However, a teacher cannot control the degree of concentration and learning status for each student simultaneously, which causes ineffective learning for some students. For this reason, this study utilizes a learning concentration detection system through a combination of sensor and context aware technology in the learning environment. This system includes a pressure detection sensor and facial detection sensor to detect facial expressions, eye activities and body movements. This system utilizes an artificial bee colony algorithm to optimize the system performance to help a teacher immediately understand the degree of concentration and learning status of students. Based on this, an instructor can give appropriate guidance to several unfocused students at the same time. The experimental results indicate that the proposed method improves the searching process and enables the system to achieve better performance.

原文English
主出版物標題Innovation for Applied Science and Technology
頁面1991-1995
頁數5
DOIs
出版狀態Published - 2013 二月 20
事件2nd International Conference on Engineering and Technology Innovation 2012, ICETI 2012 - Kaohsiung, Taiwan
持續時間: 2012 十一月 22012 十一月 6

出版系列

名字Applied Mechanics and Materials
284-287
ISSN(列印)1660-9336
ISSN(電子)1662-7482

Other

Other2nd International Conference on Engineering and Technology Innovation 2012, ICETI 2012
國家Taiwan
城市Kaohsiung
期間12-11-0212-11-06

All Science Journal Classification (ASJC) codes

  • Engineering(all)

指紋 深入研究「A learning concentration detection system by using an artificial bee colony algorithm」主題。共同形成了獨特的指紋。

  • 引用此

    Su, Y. N., Hsu, C. C., Chen, H. C., Huang, K. K., & Huang, Y-M. (2013). A learning concentration detection system by using an artificial bee colony algorithm. 於 Innovation for Applied Science and Technology (頁 1991-1995). (Applied Mechanics and Materials; 卷 284-287). https://doi.org/10.4028/www.scientific.net/AMM.284-287.1991