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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
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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. |
format | Online Article Text |
id | pubmed-9256359 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT muhui onlineeducationclassroomintelligentmanagementsystembasedontensorcsreconstructionmodel AT shiyali onlineeducationclassroomintelligentmanagementsystembasedontensorcsreconstructionmodel |