<abstract xmlns="http://www.w3.org/1999/xhtml">

<p>This paper constructs an interdisciplinary, innovative teaching model for environmental design majors based on information fusion technology. Based on sensors to collect students’ expression characteristics, interest characteristics, attention characteristics and other information, and three-dimensional modeling of students’ state, the trajectory multimodal data generated from students’ interactions with the teaching facilities in the process of learning are correlated with the externally manifested learning activities and the implicit learning characteristics. Subsequently, the extracted data was merged and analyzed, and feedback was provided to enhance teaching effectiveness. The results show that the information fusion model has a recall rate of more than 0.9, a checking accuracy rate of 0.87-0.93, and a student behavior recognition rate of 85%-91%, which are all better than other models. After using the innovative teaching method, the coefficient of student feedback evaluation increased from 0.4 to 0.88, which indicates the effectiveness of this paper’s model in student behavior identification and feedback.</p>
</abstract>

This paper constructs an interdisciplinary, innovative teaching model for environmental design majors based on information fusion technology. Based on sensors to collect students’ expression characteristics, interest characteristics, attention characteristics and other information, and three-dimensional modeling of students’ state, the trajectory multimodal data generated from students’ interactions with the teaching facilities in the process of learning are correlated with the externally manifested learning activities and the implicit learning characteristics. Subsequently, the extracted data was merged and analyzed, and feedback was provided to enhance teaching effectiveness. The results show that the information fusion model has a recall rate of more than 0.9, a checking accuracy rate of 0.87-0.93, and a student behavior recognition rate of 85%-91%, which are all better than other models. After using the innovative teaching method, the coefficient of student feedback evaluation increased from 0.4 to 0.88, which indicates the effectiveness of this paper’s model in student behavior identification and feedback.

Exploration of Interdisciplinary Teaching Innovation Mode for Environmental Design Majors Based on Information Integration Technology

Chongqing University of Science & Technology

Applied Mathematics and Nonlinear Sciences

This work is licensed under the Creative Commons Attribution 4.0 International License.

This paper constructs an interdisciplinary, innovative teaching model for environmental design majors based on information fusion technology. Based on sensors...

Exploration of Interdisciplinary Teaching Innovation Mode for Environmental Design Majors Based on Information Integration Technology

Published Online: Dec 18, 2023

Page range: -

Received: Jan 02, 2023

Accepted: Jun 28, 2023

DOI: https://doi.org/10.2478/amns.2023.2.01538

Keywords
Information fusion technology, Interest characteristics, Attention mechanism, Data association, Environmental design teaching

© 2023 Xing Xia et al., published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Exploration of Interdisciplinary Teaching Innovation Mode for Environmental Design Majors Based on Information Integration Technology

Published Online: Dec 18, 2023

Page range: -

Received: Jan 02, 2023

Accepted: Jun 28, 2023

DOI: https://doi.org/10.2478/amns.2023.2.01538

KeywordsInformation fusion technology, Interest characteristics, Attention mechanism, Data association, Environmental design teaching

© 2023 Xing Xia et al., published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Keywords
Information fusion technology, Interest characteristics, Attention mechanism, Data association, Environmental design teaching