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Analysis of Emotional Stress of Teachers in Japanese Teaching Process Based on EEG Signal Analysis

The construction direction of Japanese teaching evaluation system based on hybrid teaching mode is to give full feedback to teaching process, diversify evaluation subjects and evaluation methods, and obtain comprehensive and objective evaluation results. Compared with most similar studies, more EEG...

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Detalles Bibliográficos
Autor principal: Dong, Jie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9259334/
https://www.ncbi.nlm.nih.gov/pubmed/35844240
http://dx.doi.org/10.1155/2022/2593338
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author Dong, Jie
author_facet Dong, Jie
author_sort Dong, Jie
collection PubMed
description The construction direction of Japanese teaching evaluation system based on hybrid teaching mode is to give full feedback to teaching process, diversify evaluation subjects and evaluation methods, and obtain comprehensive and objective evaluation results. Compared with most similar studies, more EEG data of teachers' emotional stress relief and healthy people in Japanese teaching process were collected, and a large number of features were extracted. An experiment of teachers' emotional stress relief recognition in Japanese teaching process based on EEG signal was designed. The feature selection algorithm was used to screen the EEG feature combinations of teachers' emotional stress relief and healthy subjects, and the classification experiment was carried out to verify the difference. Finally, this paper uses the feature selection algorithm of tree model and the random forest model classifier to establish the recognition model of teachers' emotional stress discharge in Japanese teaching process based on EEG signals and achieves the effect of more accurate recognition of teachers' emotional stress discharge in Japanese teaching process. First, the connotation, value, and influencing factors of teachers' emotion management ability are logically integrated and systematically expounded. Second, based on emotional psychology, emotional intelligence theory, psychotherapy theory, and management theory, teachers' emotional management ability is constructed according to the three-dimensional structure theory of intelligence and information processing theory. It is constructed from three dimensions: object dimension (teachers themselves, students, and students), content dimension (positive and negative emotions), and operational dimension (emotional perception, emotional understanding, emotional expression, and emotional regulation).
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spelling pubmed-92593342022-07-14 Analysis of Emotional Stress of Teachers in Japanese Teaching Process Based on EEG Signal Analysis Dong, Jie Occup Ther Int Research Article The construction direction of Japanese teaching evaluation system based on hybrid teaching mode is to give full feedback to teaching process, diversify evaluation subjects and evaluation methods, and obtain comprehensive and objective evaluation results. Compared with most similar studies, more EEG data of teachers' emotional stress relief and healthy people in Japanese teaching process were collected, and a large number of features were extracted. An experiment of teachers' emotional stress relief recognition in Japanese teaching process based on EEG signal was designed. The feature selection algorithm was used to screen the EEG feature combinations of teachers' emotional stress relief and healthy subjects, and the classification experiment was carried out to verify the difference. Finally, this paper uses the feature selection algorithm of tree model and the random forest model classifier to establish the recognition model of teachers' emotional stress discharge in Japanese teaching process based on EEG signals and achieves the effect of more accurate recognition of teachers' emotional stress discharge in Japanese teaching process. First, the connotation, value, and influencing factors of teachers' emotion management ability are logically integrated and systematically expounded. Second, based on emotional psychology, emotional intelligence theory, psychotherapy theory, and management theory, teachers' emotional management ability is constructed according to the three-dimensional structure theory of intelligence and information processing theory. It is constructed from three dimensions: object dimension (teachers themselves, students, and students), content dimension (positive and negative emotions), and operational dimension (emotional perception, emotional understanding, emotional expression, and emotional regulation). Hindawi 2022-06-29 /pmc/articles/PMC9259334/ /pubmed/35844240 http://dx.doi.org/10.1155/2022/2593338 Text en Copyright © 2022 Jie Dong. 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
Dong, Jie
Analysis of Emotional Stress of Teachers in Japanese Teaching Process Based on EEG Signal Analysis
title Analysis of Emotional Stress of Teachers in Japanese Teaching Process Based on EEG Signal Analysis
title_full Analysis of Emotional Stress of Teachers in Japanese Teaching Process Based on EEG Signal Analysis
title_fullStr Analysis of Emotional Stress of Teachers in Japanese Teaching Process Based on EEG Signal Analysis
title_full_unstemmed Analysis of Emotional Stress of Teachers in Japanese Teaching Process Based on EEG Signal Analysis
title_short Analysis of Emotional Stress of Teachers in Japanese Teaching Process Based on EEG Signal Analysis
title_sort analysis of emotional stress of teachers in japanese teaching process based on eeg signal analysis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9259334/
https://www.ncbi.nlm.nih.gov/pubmed/35844240
http://dx.doi.org/10.1155/2022/2593338
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