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面向情感计算的智慧教室系统构建以及优化

黄丽娟 程正一 杨紫岩

物联网学报2024,Vol.8Issue(2):116-126,11.
物联网学报2024,Vol.8Issue(2):116-126,11.DOI:10.11959/j.issn.2096-3750.2024.00398

面向情感计算的智慧教室系统构建以及优化

Construction and optimization of a smart classroom system for emotional computing

黄丽娟 1程正一 2杨紫岩3

作者信息

  • 1. 四川天府新区麓湖小学,四川 成都 610218
  • 2. 电子科技大学,四川 成都 611731
  • 3. 东北师范大学,吉林 长春 130117
  • 折叠

摘要

Abstract

In the context of the deep integration of new generation information technology and smart education,the research and application of smart classroom systems have received widespread attention.However,the current application of smart classroom systems is still in its early stages,lacking real-time feedback and real-time positive intervention func-tions for students.To solve this problem,a smart classroom system based on emotional learning was built,and edge com-puting was introduced to improve the real-time and intelligent level of the classroom,so as to achieve real-time feedback of students'emotional state during learning.Secondly,to improve the performance of the smart classroom system,convex optimization theory was utilized to optimize the allocation of system resources.Finally,through verification,the multiple resources joint optimization method of the smart classroom system can effectively reduce the maximum delay of device data collection and processing,greatly improve the real-time performance of emotional computing in the smart classroom system,and avoid blindly pursuing the minimum average delay,effectively avoiding the situation where a single user experienced poorly due to poor real-time performance.Overall,the system and algorithm achievements have reference and significance for the construction of future smart classrooms.

关键词

情感计算/智慧教室系统/边缘计算/多资源联合优化/凸优化

Key words

emotional computing/smart classroom system/edge computing/multiple resources joint optimization/convex optimization

分类

信息技术与安全科学

引用本文复制引用

黄丽娟,程正一,杨紫岩..面向情感计算的智慧教室系统构建以及优化[J].物联网学报,2024,8(2):116-126,11.

物联网学报

OACSTPCD

2096-3750

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