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Optimization of Computer Web Page Interface Based on BP Neural Network Algorithm and Multimedia

In web design, we need to make full use of computer multimedia technology, which can effectively improve the quality of web design and provide greater convenience. The neural network needs to calculate a large amount of training data in image optimization, and the calculation speed cannot keep up wi...

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Detalles Bibliográficos
Autor principal: Ma, Yan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9159842/
https://www.ncbi.nlm.nih.gov/pubmed/35665287
http://dx.doi.org/10.1155/2022/6213718
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author Ma, Yan
author_facet Ma, Yan
author_sort Ma, Yan
collection PubMed
description In web design, we need to make full use of computer multimedia technology, which can effectively improve the quality of web design and provide greater convenience. The neural network needs to calculate a large amount of training data in image optimization, and the calculation speed cannot keep up with real-time data processing, resulting in the problem of poor quality of optimized images. This paper analyzes the problems existing in the traditional optimized BP neural network algorithm and puts forward an optimized BP neural network image optimization method which combines the increase of momentum term with the adaptive adjustment of learning rate. This method can speed up the iteration speed and jump out of the situation of premature local minimum. The test results show that the user satisfaction of the text visual effect of the web interface optimized by this method is more than 98% and the user satisfaction of other methods is only about 90%. The visual satisfaction of the web interface optimized by this method is significantly higher than that of the comparative method. The web interface visual optimization effect of the method in this article is better, and it can meet the satisfaction requirements of most users.
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spelling pubmed-91598422022-06-02 Optimization of Computer Web Page Interface Based on BP Neural Network Algorithm and Multimedia Ma, Yan Comput Intell Neurosci Research Article In web design, we need to make full use of computer multimedia technology, which can effectively improve the quality of web design and provide greater convenience. The neural network needs to calculate a large amount of training data in image optimization, and the calculation speed cannot keep up with real-time data processing, resulting in the problem of poor quality of optimized images. This paper analyzes the problems existing in the traditional optimized BP neural network algorithm and puts forward an optimized BP neural network image optimization method which combines the increase of momentum term with the adaptive adjustment of learning rate. This method can speed up the iteration speed and jump out of the situation of premature local minimum. The test results show that the user satisfaction of the text visual effect of the web interface optimized by this method is more than 98% and the user satisfaction of other methods is only about 90%. The visual satisfaction of the web interface optimized by this method is significantly higher than that of the comparative method. The web interface visual optimization effect of the method in this article is better, and it can meet the satisfaction requirements of most users. Hindawi 2022-05-25 /pmc/articles/PMC9159842/ /pubmed/35665287 http://dx.doi.org/10.1155/2022/6213718 Text en Copyright © 2022 Yan Ma. 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
Ma, Yan
Optimization of Computer Web Page Interface Based on BP Neural Network Algorithm and Multimedia
title Optimization of Computer Web Page Interface Based on BP Neural Network Algorithm and Multimedia
title_full Optimization of Computer Web Page Interface Based on BP Neural Network Algorithm and Multimedia
title_fullStr Optimization of Computer Web Page Interface Based on BP Neural Network Algorithm and Multimedia
title_full_unstemmed Optimization of Computer Web Page Interface Based on BP Neural Network Algorithm and Multimedia
title_short Optimization of Computer Web Page Interface Based on BP Neural Network Algorithm and Multimedia
title_sort optimization of computer web page interface based on bp neural network algorithm and multimedia
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9159842/
https://www.ncbi.nlm.nih.gov/pubmed/35665287
http://dx.doi.org/10.1155/2022/6213718
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