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Application of Optimized GA-BPNN Algorithm in English Teaching Quality Evaluation System
The assessment of teaching quality is a very complex and fuzzy nonlinear process, which involves many factors and variables, so the establishment of the mathematical model is complicated, and the traditional evaluation method of teaching quality is no longer fully competent. In order to evaluate tea...
Autores principales: | , , |
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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/PMC8741397/ https://www.ncbi.nlm.nih.gov/pubmed/35003243 http://dx.doi.org/10.1155/2021/4123254 |
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author | Zhu, Yaowu Xu, Junnong Zhang, Sihong |
author_facet | Zhu, Yaowu Xu, Junnong Zhang, Sihong |
author_sort | Zhu, Yaowu |
collection | PubMed |
description | The assessment of teaching quality is a very complex and fuzzy nonlinear process, which involves many factors and variables, so the establishment of the mathematical model is complicated, and the traditional evaluation method of teaching quality is no longer fully competent. In order to evaluate teaching quality effectively and accurately, an optimized GA-BPNN algorithm based on genetic algorithm (GA) and backpropagation neural network (BPNN) is proposed. Firstly, an index system of teaching quality evaluation is established, and a questionnaire is designed according to the index system to collect data. Then, an English teaching quality evaluation system is established by optimizing model parameters. The simulation shows that the average evaluation accuracy of the GA-BPNN algorithm is 98.56%, which is 13.23% and 5.85% higher than those of the BPNN model and the optimized BPNN model, respectively. The comparison results show that the GA-BPNN algorithm in teaching quality evaluation can make reasonable and scientific results. |
format | Online Article Text |
id | pubmed-8741397 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-87413972022-01-08 Application of Optimized GA-BPNN Algorithm in English Teaching Quality Evaluation System Zhu, Yaowu Xu, Junnong Zhang, Sihong Comput Intell Neurosci Research Article The assessment of teaching quality is a very complex and fuzzy nonlinear process, which involves many factors and variables, so the establishment of the mathematical model is complicated, and the traditional evaluation method of teaching quality is no longer fully competent. In order to evaluate teaching quality effectively and accurately, an optimized GA-BPNN algorithm based on genetic algorithm (GA) and backpropagation neural network (BPNN) is proposed. Firstly, an index system of teaching quality evaluation is established, and a questionnaire is designed according to the index system to collect data. Then, an English teaching quality evaluation system is established by optimizing model parameters. The simulation shows that the average evaluation accuracy of the GA-BPNN algorithm is 98.56%, which is 13.23% and 5.85% higher than those of the BPNN model and the optimized BPNN model, respectively. The comparison results show that the GA-BPNN algorithm in teaching quality evaluation can make reasonable and scientific results. Hindawi 2021-12-31 /pmc/articles/PMC8741397/ /pubmed/35003243 http://dx.doi.org/10.1155/2021/4123254 Text en Copyright © 2021 Yaowu Zhu et al. 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 Zhu, Yaowu Xu, Junnong Zhang, Sihong Application of Optimized GA-BPNN Algorithm in English Teaching Quality Evaluation System |
title | Application of Optimized GA-BPNN Algorithm in English Teaching Quality Evaluation System |
title_full | Application of Optimized GA-BPNN Algorithm in English Teaching Quality Evaluation System |
title_fullStr | Application of Optimized GA-BPNN Algorithm in English Teaching Quality Evaluation System |
title_full_unstemmed | Application of Optimized GA-BPNN Algorithm in English Teaching Quality Evaluation System |
title_short | Application of Optimized GA-BPNN Algorithm in English Teaching Quality Evaluation System |
title_sort | application of optimized ga-bpnn algorithm in english teaching quality evaluation system |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8741397/ https://www.ncbi.nlm.nih.gov/pubmed/35003243 http://dx.doi.org/10.1155/2021/4123254 |
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