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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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Detalles Bibliográficos
Autor principal: Xi, Chen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2021
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.
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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