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Online Education Classroom Intelligent Management System Based on Tensor CS Reconstruction Model

To study a high-efficiency online classroom intelligent management system, this article builds an artificial intelligence classroom management system based on the tensor CS reconstruction model. Moreover, this study uses the cosine function to represent the data energy fitting of the traditional act...

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Detalles Bibliográficos
Autores principales: Mu, Hui, Shi, Yali
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9256359/
https://www.ncbi.nlm.nih.gov/pubmed/35800709
http://dx.doi.org/10.1155/2022/9907786
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author Mu, Hui
Shi, Yali
author_facet Mu, Hui
Shi, Yali
author_sort Mu, Hui
collection PubMed
description To study a high-efficiency online classroom intelligent management system, this article builds an artificial intelligence classroom management system based on the tensor CS reconstruction model. Moreover, this study uses the cosine function to represent the data energy fitting of the traditional active contour model and proposes a local cosine fitting energy active contour model based on partial image restoration, which is used for image and composite image segmentation. Simultaneously, this study proposes a new type of super-resolution algorithm. This algorithm performs Fourier transform of a low-resolution image into a frequency range and then performs an inverse Fourier transform on the image expanded in the frequency range to obtain the initial high-resolution image and finally reconstructs a new super-resolution image using the frequency-domain compressed data of the high-resolution image. Finally, this study verifies and analyzes the performance of the model through experiments. The research results are basically consistent with the expectations of the model.
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spelling pubmed-92563592022-07-06 Online Education Classroom Intelligent Management System Based on Tensor CS Reconstruction Model Mu, Hui Shi, Yali Comput Intell Neurosci Research Article To study a high-efficiency online classroom intelligent management system, this article builds an artificial intelligence classroom management system based on the tensor CS reconstruction model. Moreover, this study uses the cosine function to represent the data energy fitting of the traditional active contour model and proposes a local cosine fitting energy active contour model based on partial image restoration, which is used for image and composite image segmentation. Simultaneously, this study proposes a new type of super-resolution algorithm. This algorithm performs Fourier transform of a low-resolution image into a frequency range and then performs an inverse Fourier transform on the image expanded in the frequency range to obtain the initial high-resolution image and finally reconstructs a new super-resolution image using the frequency-domain compressed data of the high-resolution image. Finally, this study verifies and analyzes the performance of the model through experiments. The research results are basically consistent with the expectations of the model. Hindawi 2022-06-28 /pmc/articles/PMC9256359/ /pubmed/35800709 http://dx.doi.org/10.1155/2022/9907786 Text en Copyright © 2022 Hui Mu and Yali Shi. 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
Mu, Hui
Shi, Yali
Online Education Classroom Intelligent Management System Based on Tensor CS Reconstruction Model
title Online Education Classroom Intelligent Management System Based on Tensor CS Reconstruction Model
title_full Online Education Classroom Intelligent Management System Based on Tensor CS Reconstruction Model
title_fullStr Online Education Classroom Intelligent Management System Based on Tensor CS Reconstruction Model
title_full_unstemmed Online Education Classroom Intelligent Management System Based on Tensor CS Reconstruction Model
title_short Online Education Classroom Intelligent Management System Based on Tensor CS Reconstruction Model
title_sort online education classroom intelligent management system based on tensor cs reconstruction model
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9256359/
https://www.ncbi.nlm.nih.gov/pubmed/35800709
http://dx.doi.org/10.1155/2022/9907786
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