A Review of Multimodal Interaction in Remote Education: Technologies, Applications, and Challenges

被引:1
作者
Xie, Yangmei [1 ]
Yang, Liuyi [2 ]
Zhang, Miao [3 ]
Chen, Sinan [4 ,5 ]
Li, Jialong [6 ]
机构
[1] Kobe Univ, Grad Sch Human Dev & Environm, 3-11 Tsurukabe,Nada Ku, Kobe 6578501, Japan
[2] Kobe Univ, Grad Sch Syst Informat, 1-1 Rokkodai Cho,Nada Ku, Kobe 6578501, Japan
[3] Kobe Univ, Grad Sch Maritime Sci, 5-1-1 Fukae Minamicho,Higashinada Ku, Kobe 6580022, Japan
[4] Kobe Univ, Ctr Math & Data Sci, 1-1 Rokkodai Cho,Nada Ku, Kobe 6578501, Japan
[5] Kobe Univ, Fac Engn, Grad Sch Engn, 1-1 Rokkodai Cho,Nada Ku, Kobe 6578501, Japan
[6] Waseda Univ, Dept Comp Sci & Engn, 1-104 Totsukamachi,Shinjuku Ku, Tokyo 1698050, Japan
来源
APPLIED SCIENCES-BASEL | 2025年 / 15卷 / 07期
关键词
multimodality; education; remote learning technology; human-computer interaction; learning analytics; FUSION; SIGNALS;
D O I
10.3390/app15073937
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Multimodal interaction technology has become a key aspect of remote education by enriching student engagement and learning results as it utilizes the speech, gesture, and visual feedback as various sensory channels. This publication reflects on the latest breakthroughs in multimodal interaction and its usage in remote learning environments, including a multi-layered discussion that addresses various levels of learning and understanding. It showcases the main technologies, such as speech recognition, computer vision, and haptic feedback, that enable the visitors and learning portals to exchange data fluidly. In addition, we investigate the function of multimodal learning analytics in order to measure the cognitive and emotional states of students, targeting personalized feedback and refining instructional strategies. Though multimodal communication may bring a historical improvement to the mode of online education, the platform still faces many issues, such as media synchronization, higher computational demand, physical adaptability, and privacy concerns. These problems demand further research in the fields of algorithm optimization, access to technology guidance, and the ethical use of big data. This paper presents a systematic review of the application of multimodal interaction in remote education. Through the analysis of 25 selected research papers, this review explores key technologies, applications, and challenges in the field. By synthesizing existing findings, this study highlights the role of multimodal learning analytics, speech recognition, gesture-based interaction, and haptic feedback in enhancing remote learning.
引用
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页数:17
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