Sensors 2012, 12(10), 14158-14178; doi:10.3390/s121014158
Article

Developing a Reading Concentration Monitoring System by Applying an Artificial Bee Colony Algorithm to E-Books in an Intelligent Classroom

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Received: 29 August 2012; in revised form: 8 October 2012 / Accepted: 17 October 2012 / Published: 22 October 2012
(This article belongs to the Section Physical Sensors)
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Abstract: A growing number of educational studies apply sensors to improve student learning in real classroom settings. However, how can sensors be integrated into classrooms to help instructors find out students’ reading concentration rates and thus better increase learning effectiveness? The aim of the current study was to develop a reading concentration monitoring system for use with e-books in an intelligent classroom and to help instructors find out the students’ reading concentration rates. The proposed system uses three types of sensor technologies, namely a webcam, heartbeat sensor, and blood oxygen sensor to detect the learning behaviors of students by capturing various physiological signals. An artificial bee colony (ABC) optimization approach is applied to the data gathered from these sensors to help instructors understand their students’ reading concentration rates in a classroom learning environment. The results show that the use of the ABC algorithm in the proposed system can effectively obtain near-optimal solutions. The system has a user-friendly graphical interface, making it easy for instructors to clearly understand the reading status of their students.
Keywords: reading concentration; sensor technology; artificial bee colony algorithm; e-books; intelligent classroom
This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

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MDPI and ACS Style

Hsu, C.-C.; Chen, H.-C.; Su, Y.-N.; Huang, K.-K.; Huang, Y.-M. Developing a Reading Concentration Monitoring System by Applying an Artificial Bee Colony Algorithm to E-Books in an Intelligent Classroom. Sensors 2012, 12, 14158-14178.

AMA Style

Hsu C-C, Chen H-C, Su Y-N, Huang K-K, Huang Y-M. Developing a Reading Concentration Monitoring System by Applying an Artificial Bee Colony Algorithm to E-Books in an Intelligent Classroom. Sensors. 2012; 12(10):14158-14178.

Chicago/Turabian Style

Hsu, Chia-Cheng; Chen, Hsin-Chin; Su, Yen-Ning; Huang, Kuo-Kuang; Huang, Yueh-Min. 2012. "Developing a Reading Concentration Monitoring System by Applying an Artificial Bee Colony Algorithm to E-Books in an Intelligent Classroom." Sensors 12, no. 10: 14158-14178.


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