IoT-Enabled Remote Teaching Management and Interaction: A Smart Framework for Real-Time Engagement and Environment Optimization

IF 0.5 Q4 TELECOMMUNICATIONS
Shanshan Wang
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引用次数: 0

Abstract

The shift to remote teaching has accelerated the demand for intelligent systems that can sustain high engagement and manage virtual classroom environments effectively. This paper proposes an IoT-enabled framework for remote teaching management and interaction that integrates environmental control, behavioral sensing, and real-time feedback mechanisms. The system adopts a three-tier architecture comprisinga perception layer with IoT sensors and edge computing nodes for data collection and preprocessing, a network layer that manages secure communication via the MQTT protocol, and an application layer offering cloud-based analytics, PID control, and user interfaces. This architecture enables precise regulation of temperature and lighting through PID control, as well as real-time tracking of student engagement using multimodal sensing and scoring algorithms. Extensive experiments involving 100 students and six comparison methods demonstrate the superiority of the proposed system in terms of engagement score, environmental stability (RMSE), delay, and instructor satisfaction. Quantitative metrics and visual analyses reveal that our solution reduces average data transmission latency to 21.4 ms and increases engagement by 12% over existing smart classroom models. These findings underscore the potential of IoT-driven intelligent frameworks in enhancing the interactivity, efficiency, and comfort of remote learning environments.

支持物联网的远程教学管理和互动:实时参与和环境优化的智能框架
向远程教学的转变加速了对智能系统的需求,这些系统可以保持高参与度并有效地管理虚拟课堂环境。本文提出了一种集成环境控制、行为感知和实时反馈机制的物联网远程教学管理与交互框架。该系统采用三层架构,包括具有物联网传感器和边缘计算节点的感知层,用于数据收集和预处理,通过MQTT协议管理安全通信的网络层,以及提供基于云的分析,PID控制和用户界面的应用层。这种架构可以通过PID控制精确调节温度和照明,并使用多模态传感和评分算法实时跟踪学生的参与度。涉及100名学生和六种比较方法的广泛实验表明,所提出的系统在敬业度评分、环境稳定性(RMSE)、延迟和教师满意度方面具有优势。定量指标和可视化分析显示,我们的解决方案将平均数据传输延迟减少到21.4毫秒,比现有的智能教室模型提高了12%的参与度。这些发现强调了物联网驱动的智能框架在增强远程学习环境的交互性、效率和舒适度方面的潜力。
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CiteScore
3.10
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