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脑机交互促进学习有效发生的路径及实验研究——基于在线学习系统中的注意力干预分析 被引量:30

The Path and Experimental Research of Brain-Computer Interaction Promoting Deep Learning:Based on Attention Intervention Analysis in the Online Learning System
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摘要 脑机交互是一种实现大脑与计算机之间通信的信息交换技术。目前,其在教育中的应用主要有:将脑机接口植入虚拟现实学习环境、人工智能支持下的自适应学习、教育大数据的搜集与处理和智能学习系统等方式。在这些方式里,计算机对学习者在学习过程中的脑电信号进行监测与识别,从而调控学习行为,可促进有效学习。基于这一思路,形成了在在线英语学习系统中植入脑机接口的研究设计,旨在针对大学英语听力课程,感知和调控学习者的注意力,进而实现自适应学习。通过对X大学100名大一学生进行持续1个月的实验研究,结果发现:脑机交互技术在提高学业成绩和注意力、改善学习态度和自我效能感%创设适合不同学习风格的学习路径方面,都取得了较好的效果。这为脑机交互进入教育实验提供了方法上的尝试,也为技术促进学习的有效发生,探索了新的路径。 Brain-computer interactive technology is a kind of information exchange technology to realize communication between brain and computer. In education, brain -computer technology can be mainly implanted into the path of virtual reality learning environment, adaptive learning education supported by artificial intelligence, big data collection and processing , and intelligent learning system. In these pathways, the computer monitors and recognizes the EEG signals of learners in the learning process to regulate learning behaviors, which promotes learners' deep learning. Based on this, the research aiming at college English listening courses implants brain-computer technology into the online English learning system, which mainly senses and regulates learners' attention, and then realizes the adaptive learning path. Additionally, the experimental study of 100 first-year students in X university lasting for one month achieved good results in improving academic performance and attention, improving learners' learning attitude and self-efficacy, and creating learning paths for learners with different learning styles. This study provides a methodological approach for the introduction of brain-computer interaction technology into educational experiments and a new approach for technology to promote deep learning.
作者 胡航 李雅馨 曹一凡 赵秋华 郎启娥 Hu Hang;Li Yaxin;Cao Yifan;Zhao Qiuhua;Lang Qi’e(Center for Urban and Rural Educational Development, Southwest University;Center for Deep Learning, Faculty of Education, Southwest University;School of Educational Technology, Faculty of Education, Southwest University, Chongqing 400715)
出处 《远程教育杂志》 CSSCI 北大核心 2019年第4期54-63,共10页 Journal of Distance Education
基金 全国教育科学“十三五”规划2019年度西部项目“深度学习发生机制、应用与评估研究”(项目编号:XJA190286)的成果之一
关键词 脑机交互 脑机接口 学习路径 学习注意力 实验研究 自适应学习 智能测评 Brain-Computer Interaction Brain-Computer Interface Learning Path Learning Attention Experimental Study Adaptive Learning Intelligent Measure
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