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Music Emotion Analysis Based on PSO-BP Neural Network and Big Data Analysis
The current music teaching can effectively improve students' music emotional expression indirectly. How to use the PSO-BP neural network to realize the quantitative research of music emotional expression is the current development trend. Based on this, this paper studies the influence factors o...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8437609/ https://www.ncbi.nlm.nih.gov/pubmed/34527043 http://dx.doi.org/10.1155/2021/6592938 |
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author | Xi, Chen |
author_facet | Xi, Chen |
author_sort | Xi, Chen |
collection | PubMed |
description | The current music teaching can effectively improve students' music emotional expression indirectly. How to use the PSO-BP neural network to realize the quantitative research of music emotional expression is the current development trend. Based on this, this paper studies the influence factors of music emotion expression based on PSO-BP neural network and big data analysis. Firstly, a music emotion expression analysis model based on PSO-BP neural network algorithm is proposed. The autocorrelation function is used to simulate the emotion expression information in music. Through the maximum value of the autocorrelation function curve in the detection process, the vocal music signal is restored, and then the emotion expressed is analyzed. Secondly, the influence factors of PSO-BP neural network algorithm in music emotion expression are analyzed. The improved PSO-BP neural network algorithm and multidimensional data model are used for comprehensive analysis to accurately analyze the emotion in music expression, and the fuzzy evaluation method and analytic hierarchy process are used for quality evaluation. Finally, the validity of the music emotion analysis model is verified by many experiments. |
format | Online Article Text |
id | pubmed-8437609 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-84376092021-09-14 Music Emotion Analysis Based on PSO-BP Neural Network and Big Data Analysis Xi, Chen Comput Intell Neurosci Research Article The current music teaching can effectively improve students' music emotional expression indirectly. How to use the PSO-BP neural network to realize the quantitative research of music emotional expression is the current development trend. Based on this, this paper studies the influence factors of music emotion expression based on PSO-BP neural network and big data analysis. Firstly, a music emotion expression analysis model based on PSO-BP neural network algorithm is proposed. The autocorrelation function is used to simulate the emotion expression information in music. Through the maximum value of the autocorrelation function curve in the detection process, the vocal music signal is restored, and then the emotion expressed is analyzed. Secondly, the influence factors of PSO-BP neural network algorithm in music emotion expression are analyzed. The improved PSO-BP neural network algorithm and multidimensional data model are used for comprehensive analysis to accurately analyze the emotion in music expression, and the fuzzy evaluation method and analytic hierarchy process are used for quality evaluation. Finally, the validity of the music emotion analysis model is verified by many experiments. Hindawi 2021-09-03 /pmc/articles/PMC8437609/ /pubmed/34527043 http://dx.doi.org/10.1155/2021/6592938 Text en Copyright © 2021 Chen Xi. 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 Xi, Chen Music Emotion Analysis Based on PSO-BP Neural Network and Big Data Analysis |
title | Music Emotion Analysis Based on PSO-BP Neural Network and Big Data Analysis |
title_full | Music Emotion Analysis Based on PSO-BP Neural Network and Big Data Analysis |
title_fullStr | Music Emotion Analysis Based on PSO-BP Neural Network and Big Data Analysis |
title_full_unstemmed | Music Emotion Analysis Based on PSO-BP Neural Network and Big Data Analysis |
title_short | Music Emotion Analysis Based on PSO-BP Neural Network and Big Data Analysis |
title_sort | music emotion analysis based on pso-bp neural network and big data analysis |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8437609/ https://www.ncbi.nlm.nih.gov/pubmed/34527043 http://dx.doi.org/10.1155/2021/6592938 |
work_keys_str_mv | AT xichen musicemotionanalysisbasedonpsobpneuralnetworkandbigdataanalysis |