Cargando…

Evaluation of the Emotion Model in Electronic Music Based on PSO-BP

Electronic music can help people alleviate the pressure in life and work. It is a way to express people's emotional needs. With the increase of the types and quantity of electronic music, the traditional electronic music classification and emotional analysis cannot meet people's more and m...

Descripción completa

Detalles Bibliográficos
Autor principal: Guo, Ting
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9170440/
https://www.ncbi.nlm.nih.gov/pubmed/35676949
http://dx.doi.org/10.1155/2022/5601689
_version_ 1784721426604883968
author Guo, Ting
author_facet Guo, Ting
author_sort Guo, Ting
collection PubMed
description Electronic music can help people alleviate the pressure in life and work. It is a way to express people's emotional needs. With the increase of the types and quantity of electronic music, the traditional electronic music classification and emotional analysis cannot meet people's more and more detailed emotional needs. Therefore, this study proposes the emotion analysis of electronic music based on the PSO-BP neural network and data analysis, optimizes the BP neural network through the PSO algorithm, and extracts and analyzes the emotional characteristics of electronic music combined with data analysis. The experimental results show that compared with BP neural network, PSO-BP neural network has a faster convergence speed and better optimal individual fitness value and can provide more stable operating conditions for later training and testing. The electronic music emotion analysis model based on PSO-BP neural network can reduce the error rate of electronic music lyrics text emotion classification and identify and analyze electronic music emotion with high accuracy, which is closer to the actual results and meets the expected requirements.
format Online
Article
Text
id pubmed-9170440
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Hindawi
record_format MEDLINE/PubMed
spelling pubmed-91704402022-06-07 Evaluation of the Emotion Model in Electronic Music Based on PSO-BP Guo, Ting Comput Intell Neurosci Research Article Electronic music can help people alleviate the pressure in life and work. It is a way to express people's emotional needs. With the increase of the types and quantity of electronic music, the traditional electronic music classification and emotional analysis cannot meet people's more and more detailed emotional needs. Therefore, this study proposes the emotion analysis of electronic music based on the PSO-BP neural network and data analysis, optimizes the BP neural network through the PSO algorithm, and extracts and analyzes the emotional characteristics of electronic music combined with data analysis. The experimental results show that compared with BP neural network, PSO-BP neural network has a faster convergence speed and better optimal individual fitness value and can provide more stable operating conditions for later training and testing. The electronic music emotion analysis model based on PSO-BP neural network can reduce the error rate of electronic music lyrics text emotion classification and identify and analyze electronic music emotion with high accuracy, which is closer to the actual results and meets the expected requirements. Hindawi 2022-05-30 /pmc/articles/PMC9170440/ /pubmed/35676949 http://dx.doi.org/10.1155/2022/5601689 Text en Copyright © 2022 Ting Guo. 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
Guo, Ting
Evaluation of the Emotion Model in Electronic Music Based on PSO-BP
title Evaluation of the Emotion Model in Electronic Music Based on PSO-BP
title_full Evaluation of the Emotion Model in Electronic Music Based on PSO-BP
title_fullStr Evaluation of the Emotion Model in Electronic Music Based on PSO-BP
title_full_unstemmed Evaluation of the Emotion Model in Electronic Music Based on PSO-BP
title_short Evaluation of the Emotion Model in Electronic Music Based on PSO-BP
title_sort evaluation of the emotion model in electronic music based on pso-bp
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9170440/
https://www.ncbi.nlm.nih.gov/pubmed/35676949
http://dx.doi.org/10.1155/2022/5601689
work_keys_str_mv AT guoting evaluationoftheemotionmodelinelectronicmusicbasedonpsobp