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Design of Interactive Vocal Guidance and Artistic Psychological Intervention System Based on Emotion Recognition

The research on artistic psychological intervention to judge emotional fluctuations by extracting emotional features from interactive vocal signals has become a research topic with great potential for development. Based on the interactive vocal music instruction theory of emotion recognition, this p...

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Autores principales: Mo, Wenwen, Yuan, Yuan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9232303/
https://www.ncbi.nlm.nih.gov/pubmed/35821713
http://dx.doi.org/10.1155/2022/1079097
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author Mo, Wenwen
Yuan, Yuan
author_facet Mo, Wenwen
Yuan, Yuan
author_sort Mo, Wenwen
collection PubMed
description The research on artistic psychological intervention to judge emotional fluctuations by extracting emotional features from interactive vocal signals has become a research topic with great potential for development. Based on the interactive vocal music instruction theory of emotion recognition, this paper studies the design of artistic psychological intervention system. This paper uses the vocal music emotion recognition algorithm to first train the interactive recognition network, in which the input is a row vector composed of different vocal music characteristics, and finally recognizes the vocal music of different emotional categories, which solves the problem of low data coupling in the artistic psychological intervention system. Among them, the vocal music emotion recognition experiment based on the interactive recognition network is mainly carried out from six aspects: the number of iterative training, the vocal music instruction rate, the number of emotion recognition signal nodes in the artistic psychological intervention layer, the number of sample sets, different feature combinations, and the number of emotion types. The input data of the system is a training class learning video, and actions and expressions need to be recognized before scoring. In the simulation process, before the completion of the sample indicators is unbalanced, the R language statistical analysis tool is used to balance the existing unbalanced data based on the artificial data synthesis method, and 279 uniformly classified samples are obtained. The 279∗7 dataset was used for statistical identification of the participants. The experimental results show that under the guidance of four different interactive vocal music, the vocal emotion recognition rate is between 65.85%-91.00%, which promotes the intervention of music therapy on artistic psychological intervention.
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spelling pubmed-92323032022-07-11 Design of Interactive Vocal Guidance and Artistic Psychological Intervention System Based on Emotion Recognition Mo, Wenwen Yuan, Yuan Occup Ther Int Research Article The research on artistic psychological intervention to judge emotional fluctuations by extracting emotional features from interactive vocal signals has become a research topic with great potential for development. Based on the interactive vocal music instruction theory of emotion recognition, this paper studies the design of artistic psychological intervention system. This paper uses the vocal music emotion recognition algorithm to first train the interactive recognition network, in which the input is a row vector composed of different vocal music characteristics, and finally recognizes the vocal music of different emotional categories, which solves the problem of low data coupling in the artistic psychological intervention system. Among them, the vocal music emotion recognition experiment based on the interactive recognition network is mainly carried out from six aspects: the number of iterative training, the vocal music instruction rate, the number of emotion recognition signal nodes in the artistic psychological intervention layer, the number of sample sets, different feature combinations, and the number of emotion types. The input data of the system is a training class learning video, and actions and expressions need to be recognized before scoring. In the simulation process, before the completion of the sample indicators is unbalanced, the R language statistical analysis tool is used to balance the existing unbalanced data based on the artificial data synthesis method, and 279 uniformly classified samples are obtained. The 279∗7 dataset was used for statistical identification of the participants. The experimental results show that under the guidance of four different interactive vocal music, the vocal emotion recognition rate is between 65.85%-91.00%, which promotes the intervention of music therapy on artistic psychological intervention. Hindawi 2022-06-17 /pmc/articles/PMC9232303/ /pubmed/35821713 http://dx.doi.org/10.1155/2022/1079097 Text en Copyright © 2022 Wenwen Mo and Yuan Yuan. 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
Mo, Wenwen
Yuan, Yuan
Design of Interactive Vocal Guidance and Artistic Psychological Intervention System Based on Emotion Recognition
title Design of Interactive Vocal Guidance and Artistic Psychological Intervention System Based on Emotion Recognition
title_full Design of Interactive Vocal Guidance and Artistic Psychological Intervention System Based on Emotion Recognition
title_fullStr Design of Interactive Vocal Guidance and Artistic Psychological Intervention System Based on Emotion Recognition
title_full_unstemmed Design of Interactive Vocal Guidance and Artistic Psychological Intervention System Based on Emotion Recognition
title_short Design of Interactive Vocal Guidance and Artistic Psychological Intervention System Based on Emotion Recognition
title_sort design of interactive vocal guidance and artistic psychological intervention system based on emotion recognition
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9232303/
https://www.ncbi.nlm.nih.gov/pubmed/35821713
http://dx.doi.org/10.1155/2022/1079097
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