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Improvement of Student Weariness Emotion in English Classroom Based on Intelligent Internet of Things and Big Data Technology
In order to improve the recognition effect of student weariness emotion in English classroom, this paper combines intelligent Internet of Things technology and big data technology to construct an improvement model of student weariness emotion in English classroom. In the process of student facial ex...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Hindawi
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9452986/ https://www.ncbi.nlm.nih.gov/pubmed/36105071 http://dx.doi.org/10.1155/2022/9369389 |
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author | Pang, Ya |
author_facet | Pang, Ya |
author_sort | Pang, Ya |
collection | PubMed |
description | In order to improve the recognition effect of student weariness emotion in English classroom, this paper combines intelligent Internet of Things technology and big data technology to construct an improvement model of student weariness emotion in English classroom. In the process of student facial expression recognition, according to the given grayscale threshold, this paper extracts the surface contour information from the three-dimensional volume data, extracts the student's surface contour information, and uses triangular facets to fit to form a triangular mesh. Moreover, this paper renders a triangular mesh model and shows how to speed up the calculation of PFH. In addition, this paper proposes a Fast Point Feature Histogram, which uses an iterative closest point fine registration algorithm for image registration. Finally, this paper constructs an emotion recognition model of students' weariness in English classroom. From the test results, it can be seen that the student weariness emotion recognition system in English classroom proposed in this paper can effectively identify students' weariness emotion. |
format | Online Article Text |
id | pubmed-9452986 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-94529862022-09-13 Improvement of Student Weariness Emotion in English Classroom Based on Intelligent Internet of Things and Big Data Technology Pang, Ya Occup Ther Int Research Article In order to improve the recognition effect of student weariness emotion in English classroom, this paper combines intelligent Internet of Things technology and big data technology to construct an improvement model of student weariness emotion in English classroom. In the process of student facial expression recognition, according to the given grayscale threshold, this paper extracts the surface contour information from the three-dimensional volume data, extracts the student's surface contour information, and uses triangular facets to fit to form a triangular mesh. Moreover, this paper renders a triangular mesh model and shows how to speed up the calculation of PFH. In addition, this paper proposes a Fast Point Feature Histogram, which uses an iterative closest point fine registration algorithm for image registration. Finally, this paper constructs an emotion recognition model of students' weariness in English classroom. From the test results, it can be seen that the student weariness emotion recognition system in English classroom proposed in this paper can effectively identify students' weariness emotion. Hindawi 2022-08-31 /pmc/articles/PMC9452986/ /pubmed/36105071 http://dx.doi.org/10.1155/2022/9369389 Text en Copyright © 2022 Ya Pang. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Pang, Ya Improvement of Student Weariness Emotion in English Classroom Based on Intelligent Internet of Things and Big Data Technology |
title | Improvement of Student Weariness Emotion in English Classroom Based on Intelligent Internet of Things and Big Data Technology |
title_full | Improvement of Student Weariness Emotion in English Classroom Based on Intelligent Internet of Things and Big Data Technology |
title_fullStr | Improvement of Student Weariness Emotion in English Classroom Based on Intelligent Internet of Things and Big Data Technology |
title_full_unstemmed | Improvement of Student Weariness Emotion in English Classroom Based on Intelligent Internet of Things and Big Data Technology |
title_short | Improvement of Student Weariness Emotion in English Classroom Based on Intelligent Internet of Things and Big Data Technology |
title_sort | improvement of student weariness emotion in english classroom based on intelligent internet of things and big data technology |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9452986/ https://www.ncbi.nlm.nih.gov/pubmed/36105071 http://dx.doi.org/10.1155/2022/9369389 |
work_keys_str_mv | AT pangya improvementofstudentwearinessemotioninenglishclassroombasedonintelligentinternetofthingsandbigdatatechnology |