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Intelligent Error Correction of College English Spoken Grammar Based on the GA-MLP-NN Algorithm
With the development of neural networks in deep learning, artificial intelligence machine learning has become the main focus of researchers. In College English grammar detection, oral grammar is the most error rate content. So, this paper optimizes MLP based on GA in the deep learning neural network...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Hindawi
2021
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8716203/ https://www.ncbi.nlm.nih.gov/pubmed/34976043 http://dx.doi.org/10.1155/2021/7371416 |
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author | Du, Yining |
author_facet | Du, Yining |
author_sort | Du, Yining |
collection | PubMed |
description | With the development of neural networks in deep learning, artificial intelligence machine learning has become the main focus of researchers. In College English grammar detection, oral grammar is the most error rate content. So, this paper optimizes MLP based on GA in the deep learning neural network and then studies the intelligent image correction of College English spoken grammar. The main direction is to discuss and analyze GA-MLP-NN algorithm technology first and then predict the error correction model of spoken language grammar by combining the optimized algorithm. The results show that GA-MLP-NN provides excellent accuracy for the prediction of the whole syntax error correction model. Then, the paper studies the deep learning technology to build an intelligent image error correction model of College English spoken grammar. The results show that the effect of intelligent correction of spoken grammar is very fast and accurate. |
format | Online Article Text |
id | pubmed-8716203 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-87162032021-12-30 Intelligent Error Correction of College English Spoken Grammar Based on the GA-MLP-NN Algorithm Du, Yining Comput Intell Neurosci Research Article With the development of neural networks in deep learning, artificial intelligence machine learning has become the main focus of researchers. In College English grammar detection, oral grammar is the most error rate content. So, this paper optimizes MLP based on GA in the deep learning neural network and then studies the intelligent image correction of College English spoken grammar. The main direction is to discuss and analyze GA-MLP-NN algorithm technology first and then predict the error correction model of spoken language grammar by combining the optimized algorithm. The results show that GA-MLP-NN provides excellent accuracy for the prediction of the whole syntax error correction model. Then, the paper studies the deep learning technology to build an intelligent image error correction model of College English spoken grammar. The results show that the effect of intelligent correction of spoken grammar is very fast and accurate. Hindawi 2021-12-22 /pmc/articles/PMC8716203/ /pubmed/34976043 http://dx.doi.org/10.1155/2021/7371416 Text en Copyright © 2021 Yining Du. 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 Du, Yining Intelligent Error Correction of College English Spoken Grammar Based on the GA-MLP-NN Algorithm |
title | Intelligent Error Correction of College English Spoken Grammar Based on the GA-MLP-NN Algorithm |
title_full | Intelligent Error Correction of College English Spoken Grammar Based on the GA-MLP-NN Algorithm |
title_fullStr | Intelligent Error Correction of College English Spoken Grammar Based on the GA-MLP-NN Algorithm |
title_full_unstemmed | Intelligent Error Correction of College English Spoken Grammar Based on the GA-MLP-NN Algorithm |
title_short | Intelligent Error Correction of College English Spoken Grammar Based on the GA-MLP-NN Algorithm |
title_sort | intelligent error correction of college english spoken grammar based on the ga-mlp-nn algorithm |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8716203/ https://www.ncbi.nlm.nih.gov/pubmed/34976043 http://dx.doi.org/10.1155/2021/7371416 |
work_keys_str_mv | AT duyining intelligenterrorcorrectionofcollegeenglishspokengrammarbasedonthegamlpnnalgorithm |