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Extraction of English Keyword Information Based on CAD Mesh Model
Traditional methods only consider topic information in English vocabulary information extraction, lose the statistical feature information of the keywords themselves, and easily ignore the semantic information of the words. In order to improve the extraction efficiency of English keyword information...
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/PMC9420060/ https://www.ncbi.nlm.nih.gov/pubmed/36039347 http://dx.doi.org/10.1155/2022/2391898 |
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author | Wu, Xiuying Yang, Liuhui |
author_facet | Wu, Xiuying Yang, Liuhui |
author_sort | Wu, Xiuying |
collection | PubMed |
description | Traditional methods only consider topic information in English vocabulary information extraction, lose the statistical feature information of the keywords themselves, and easily ignore the semantic information of the words. In order to improve the extraction efficiency of English keyword information, based on the CAD mesh model, this paper adds constraint factors such as vertex neighborhood flatness, vertex degree, side length, and flatness on both sides of the side on the basis of the original QEM quadratic error simplification algorithm, and it incorporates a smoothing effect into the edge folding cost function. Moreover, based on the proposed normal vector-based QEM mesh simplification algorithm, the point selection after the edge folding operation is fixed as the vertices of the original edge, and it is applied to the mesh parameterization. In addition, the algorithm solves the local parameterization problem of partially deleted vertices after the simplification operation of each layer is completed. After the model is constructed, the performance of the model is verified through experiments. The research shows that the English keyword information extraction model constructed in this paper is effective. |
format | Online Article Text |
id | pubmed-9420060 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-94200602022-08-28 Extraction of English Keyword Information Based on CAD Mesh Model Wu, Xiuying Yang, Liuhui Comput Intell Neurosci Research Article Traditional methods only consider topic information in English vocabulary information extraction, lose the statistical feature information of the keywords themselves, and easily ignore the semantic information of the words. In order to improve the extraction efficiency of English keyword information, based on the CAD mesh model, this paper adds constraint factors such as vertex neighborhood flatness, vertex degree, side length, and flatness on both sides of the side on the basis of the original QEM quadratic error simplification algorithm, and it incorporates a smoothing effect into the edge folding cost function. Moreover, based on the proposed normal vector-based QEM mesh simplification algorithm, the point selection after the edge folding operation is fixed as the vertices of the original edge, and it is applied to the mesh parameterization. In addition, the algorithm solves the local parameterization problem of partially deleted vertices after the simplification operation of each layer is completed. After the model is constructed, the performance of the model is verified through experiments. The research shows that the English keyword information extraction model constructed in this paper is effective. Hindawi 2022-08-20 /pmc/articles/PMC9420060/ /pubmed/36039347 http://dx.doi.org/10.1155/2022/2391898 Text en Copyright © 2022 Xiuying Wu and Liuhui Yang. 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 Wu, Xiuying Yang, Liuhui Extraction of English Keyword Information Based on CAD Mesh Model |
title | Extraction of English Keyword Information Based on CAD Mesh Model |
title_full | Extraction of English Keyword Information Based on CAD Mesh Model |
title_fullStr | Extraction of English Keyword Information Based on CAD Mesh Model |
title_full_unstemmed | Extraction of English Keyword Information Based on CAD Mesh Model |
title_short | Extraction of English Keyword Information Based on CAD Mesh Model |
title_sort | extraction of english keyword information based on cad mesh model |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9420060/ https://www.ncbi.nlm.nih.gov/pubmed/36039347 http://dx.doi.org/10.1155/2022/2391898 |
work_keys_str_mv | AT wuxiuying extractionofenglishkeywordinformationbasedoncadmeshmodel AT yangliuhui extractionofenglishkeywordinformationbasedoncadmeshmodel |