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Application of Artificial Intelligence Combined with 5G Technology in the Reform of English Teaching in Universities

The language assistance and learning sectors have currently undergone restructuring in the period of fifth-generation (5G) communication and artificial intelligence, influenced by technologies, cloud services, learning techniques, speaker identification, language processing, virtual environments, ex...

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Detalles Bibliográficos
Autores principales: Liu, Can, Sun, Xia
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9159850/
https://www.ncbi.nlm.nih.gov/pubmed/35665285
http://dx.doi.org/10.1155/2022/5203066
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author Liu, Can
Sun, Xia
author_facet Liu, Can
Sun, Xia
author_sort Liu, Can
collection PubMed
description The language assistance and learning sectors have currently undergone restructuring in the period of fifth-generation (5G) communication and artificial intelligence, influenced by technologies, cloud services, learning techniques, speaker identification, language processing, virtual environments, expanded actuality, and blended actuality. This study proposes a routing protocol of modernized energy-optimized low-energy adaptive clustering hierarchical protocol (M-LEACH) using artificial intelligence and 5G Internet technologies for online English teaching. A dataset of 6,600,000 items, containing 3,250,000 favorable and unfavorable texts in English, is employed. The dataset is preprocessed using normalization to eliminate the impulse noises. Discriminant features are extracted using a variational autoencoder (VAE), and a random forest (RF) classifier is used to classify the features with accurate performance. The performance of the protocol is measured in terms of transmission rate, alive nodes, energy consumption, and a number of transmitted packets. Results show that the proposed M-Leach protocol provides a high transmission rate, maximum transmitted packets, more alive nodes, and minimum energy consumption as compared to other protocols. The proposed protocol will transform online English teaching from closed to open, and passive to active learning, dramatically changing the time and space scenarios, as well as the supply levels of English education.
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spelling pubmed-91598502022-06-02 Application of Artificial Intelligence Combined with 5G Technology in the Reform of English Teaching in Universities Liu, Can Sun, Xia Comput Intell Neurosci Research Article The language assistance and learning sectors have currently undergone restructuring in the period of fifth-generation (5G) communication and artificial intelligence, influenced by technologies, cloud services, learning techniques, speaker identification, language processing, virtual environments, expanded actuality, and blended actuality. This study proposes a routing protocol of modernized energy-optimized low-energy adaptive clustering hierarchical protocol (M-LEACH) using artificial intelligence and 5G Internet technologies for online English teaching. A dataset of 6,600,000 items, containing 3,250,000 favorable and unfavorable texts in English, is employed. The dataset is preprocessed using normalization to eliminate the impulse noises. Discriminant features are extracted using a variational autoencoder (VAE), and a random forest (RF) classifier is used to classify the features with accurate performance. The performance of the protocol is measured in terms of transmission rate, alive nodes, energy consumption, and a number of transmitted packets. Results show that the proposed M-Leach protocol provides a high transmission rate, maximum transmitted packets, more alive nodes, and minimum energy consumption as compared to other protocols. The proposed protocol will transform online English teaching from closed to open, and passive to active learning, dramatically changing the time and space scenarios, as well as the supply levels of English education. Hindawi 2022-05-25 /pmc/articles/PMC9159850/ /pubmed/35665285 http://dx.doi.org/10.1155/2022/5203066 Text en Copyright © 2022 Can Liu and Xia Sun. 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
Liu, Can
Sun, Xia
Application of Artificial Intelligence Combined with 5G Technology in the Reform of English Teaching in Universities
title Application of Artificial Intelligence Combined with 5G Technology in the Reform of English Teaching in Universities
title_full Application of Artificial Intelligence Combined with 5G Technology in the Reform of English Teaching in Universities
title_fullStr Application of Artificial Intelligence Combined with 5G Technology in the Reform of English Teaching in Universities
title_full_unstemmed Application of Artificial Intelligence Combined with 5G Technology in the Reform of English Teaching in Universities
title_short Application of Artificial Intelligence Combined with 5G Technology in the Reform of English Teaching in Universities
title_sort application of artificial intelligence combined with 5g technology in the reform of english teaching in universities
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9159850/
https://www.ncbi.nlm.nih.gov/pubmed/35665285
http://dx.doi.org/10.1155/2022/5203066
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