Cargando…

Construction of Safety Early Warning Model for Construction of Engineering Based on Convolution Neural Network

In recent years, China's engineering construction management level has been greatly improved, but compared with other industries, the construction industry still has low production efficiency, serious waste, and low level of information problems, and especially in the process of engineering man...

Descripción completa

Detalles Bibliográficos
Autor principal: Zhao, Changge
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9507696/
https://www.ncbi.nlm.nih.gov/pubmed/36156978
http://dx.doi.org/10.1155/2022/8937084
_version_ 1784796893213097984
author Zhao, Changge
author_facet Zhao, Changge
author_sort Zhao, Changge
collection PubMed
description In recent years, China's engineering construction management level has been greatly improved, but compared with other industries, the construction industry still has low production efficiency, serious waste, and low level of information problems, and especially in the process of engineering management practice, schedule delay has become the focus of engineering management problems. With the continuous development of science and technology, computer and information technology have been continuously applied in engineering, among which deep neural network (DNN) technology, lean management, information visualization technology, and other technologies have become the hot spot of industry research, and the application of these emerging technologies to improve the level of project schedule control has become an urgent demand of the industry. Therefore, on the basis of deep learning, this paper analyzes the principle and application of object detection and feature extraction constructed by neural network and combines text feature extraction and image feature extraction methods. This application provides a new idea for the development of the construction industry.
format Online
Article
Text
id pubmed-9507696
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Hindawi
record_format MEDLINE/PubMed
spelling pubmed-95076962022-09-24 Construction of Safety Early Warning Model for Construction of Engineering Based on Convolution Neural Network Zhao, Changge Comput Intell Neurosci Research Article In recent years, China's engineering construction management level has been greatly improved, but compared with other industries, the construction industry still has low production efficiency, serious waste, and low level of information problems, and especially in the process of engineering management practice, schedule delay has become the focus of engineering management problems. With the continuous development of science and technology, computer and information technology have been continuously applied in engineering, among which deep neural network (DNN) technology, lean management, information visualization technology, and other technologies have become the hot spot of industry research, and the application of these emerging technologies to improve the level of project schedule control has become an urgent demand of the industry. Therefore, on the basis of deep learning, this paper analyzes the principle and application of object detection and feature extraction constructed by neural network and combines text feature extraction and image feature extraction methods. This application provides a new idea for the development of the construction industry. Hindawi 2022-09-16 /pmc/articles/PMC9507696/ /pubmed/36156978 http://dx.doi.org/10.1155/2022/8937084 Text en Copyright © 2022 Changge Zhao. 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
Zhao, Changge
Construction of Safety Early Warning Model for Construction of Engineering Based on Convolution Neural Network
title Construction of Safety Early Warning Model for Construction of Engineering Based on Convolution Neural Network
title_full Construction of Safety Early Warning Model for Construction of Engineering Based on Convolution Neural Network
title_fullStr Construction of Safety Early Warning Model for Construction of Engineering Based on Convolution Neural Network
title_full_unstemmed Construction of Safety Early Warning Model for Construction of Engineering Based on Convolution Neural Network
title_short Construction of Safety Early Warning Model for Construction of Engineering Based on Convolution Neural Network
title_sort construction of safety early warning model for construction of engineering based on convolution neural network
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9507696/
https://www.ncbi.nlm.nih.gov/pubmed/36156978
http://dx.doi.org/10.1155/2022/8937084
work_keys_str_mv AT zhaochangge constructionofsafetyearlywarningmodelforconstructionofengineeringbasedonconvolutionneuralnetwork