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Psychological and Emotional Recognition of Preschool Children Using Artificial Neural Network

The artificial neural network (ANN) is employed to study children’s psychological emotion recognition to fully reflect the psychological status of preschool children and promote the healthy growth of preschool children. Specifically, the ANN model is used to construct the human physiological signal...

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Autores principales: Rao, Zhangxue, Wu, Jihui, Zhang, Fengrui, Tian, Zhouyu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8861073/
https://www.ncbi.nlm.nih.gov/pubmed/35211052
http://dx.doi.org/10.3389/fpsyg.2021.762396
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author Rao, Zhangxue
Wu, Jihui
Zhang, Fengrui
Tian, Zhouyu
author_facet Rao, Zhangxue
Wu, Jihui
Zhang, Fengrui
Tian, Zhouyu
author_sort Rao, Zhangxue
collection PubMed
description The artificial neural network (ANN) is employed to study children’s psychological emotion recognition to fully reflect the psychological status of preschool children and promote the healthy growth of preschool children. Specifically, the ANN model is used to construct the human physiological signal measurement platform and emotion recognition platform to measure the human physiological signals in different psychological and emotional states. Finally, the parameter values are analyzed on the emotion recognition platform to identify the children’s psychological and emotional states accurately. The experimental results demonstrate that the recognition ability of children aged 4–6 to recognize the three basic emotions of happiness, calm, and fear increases with age. Besides, there are significant age differences in children’s recognition of happiness, calm, and fear. In addition, the effect of 4-year-old children on the theory of mind tasks is less than that of 5- to 6-year-old children, which may be related to more complex cognitive processes. Preschool children are experiencing a stage of rapid emotional development. If children cannot be guided to reasonably identify and deal with emotions at this stage, their education level and social ability development will be significantly affected. Therefore, this study has significant reference value for preschool children’s emotional recognition and guidance and can promote children’s emotional processing and mental health.
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spelling pubmed-88610732022-02-23 Psychological and Emotional Recognition of Preschool Children Using Artificial Neural Network Rao, Zhangxue Wu, Jihui Zhang, Fengrui Tian, Zhouyu Front Psychol Psychology The artificial neural network (ANN) is employed to study children’s psychological emotion recognition to fully reflect the psychological status of preschool children and promote the healthy growth of preschool children. Specifically, the ANN model is used to construct the human physiological signal measurement platform and emotion recognition platform to measure the human physiological signals in different psychological and emotional states. Finally, the parameter values are analyzed on the emotion recognition platform to identify the children’s psychological and emotional states accurately. The experimental results demonstrate that the recognition ability of children aged 4–6 to recognize the three basic emotions of happiness, calm, and fear increases with age. Besides, there are significant age differences in children’s recognition of happiness, calm, and fear. In addition, the effect of 4-year-old children on the theory of mind tasks is less than that of 5- to 6-year-old children, which may be related to more complex cognitive processes. Preschool children are experiencing a stage of rapid emotional development. If children cannot be guided to reasonably identify and deal with emotions at this stage, their education level and social ability development will be significantly affected. Therefore, this study has significant reference value for preschool children’s emotional recognition and guidance and can promote children’s emotional processing and mental health. Frontiers Media S.A. 2022-02-08 /pmc/articles/PMC8861073/ /pubmed/35211052 http://dx.doi.org/10.3389/fpsyg.2021.762396 Text en Copyright © 2022 Rao, Wu, Zhang and Tian. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Psychology
Rao, Zhangxue
Wu, Jihui
Zhang, Fengrui
Tian, Zhouyu
Psychological and Emotional Recognition of Preschool Children Using Artificial Neural Network
title Psychological and Emotional Recognition of Preschool Children Using Artificial Neural Network
title_full Psychological and Emotional Recognition of Preschool Children Using Artificial Neural Network
title_fullStr Psychological and Emotional Recognition of Preschool Children Using Artificial Neural Network
title_full_unstemmed Psychological and Emotional Recognition of Preschool Children Using Artificial Neural Network
title_short Psychological and Emotional Recognition of Preschool Children Using Artificial Neural Network
title_sort psychological and emotional recognition of preschool children using artificial neural network
topic Psychology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8861073/
https://www.ncbi.nlm.nih.gov/pubmed/35211052
http://dx.doi.org/10.3389/fpsyg.2021.762396
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