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A Framework for an Indoor Safety Management System Based on Digital Twin
With the development of the next generation of information technology, an increasing amount of attention is being paid to smart residential spaces, including smart cities, smart buildings, and smart homes. Building indoor safety intelligence is an important research topic. However, current indoor sa...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7601806/ https://www.ncbi.nlm.nih.gov/pubmed/33053719 http://dx.doi.org/10.3390/s20205771 |
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author | Liu, Zhansheng Zhang, Anshan Wang, Wensi |
author_facet | Liu, Zhansheng Zhang, Anshan Wang, Wensi |
author_sort | Liu, Zhansheng |
collection | PubMed |
description | With the development of the next generation of information technology, an increasing amount of attention is being paid to smart residential spaces, including smart cities, smart buildings, and smart homes. Building indoor safety intelligence is an important research topic. However, current indoor safety management methods cannot comprehensively analyse safety data, owing to a poor combination of safety management and building information. Additionally, the judgement of danger depends significantly on the experience of the safety management staff. In this study, digital twins (DTs) are introduced to building indoor safety management. A framework for an indoor safety management system based on DT is proposed which exploits the Internet of Things (IoT), building information modelling (BIM), the Internet, and support vector machines (SVMs) to improve the level of intelligence for building indoor safety management. A DT model (DTM) is developed using BIM integrated with operation information collected by IoT sensors. The trained SVM model is used to automatically obtain the types and levels of danger by processing the data in the DTM. The Internet is a medium for interactions between people and systems. A building in the bobsleigh and sled stadium for the Beijing Winter Olympics is considered as an example; the proposed system realises the functions of the scene display of the operation status, danger warning and positioning, danger classification and level assessment, and danger handling suggestions. |
format | Online Article Text |
id | pubmed-7601806 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-76018062020-11-01 A Framework for an Indoor Safety Management System Based on Digital Twin Liu, Zhansheng Zhang, Anshan Wang, Wensi Sensors (Basel) Article With the development of the next generation of information technology, an increasing amount of attention is being paid to smart residential spaces, including smart cities, smart buildings, and smart homes. Building indoor safety intelligence is an important research topic. However, current indoor safety management methods cannot comprehensively analyse safety data, owing to a poor combination of safety management and building information. Additionally, the judgement of danger depends significantly on the experience of the safety management staff. In this study, digital twins (DTs) are introduced to building indoor safety management. A framework for an indoor safety management system based on DT is proposed which exploits the Internet of Things (IoT), building information modelling (BIM), the Internet, and support vector machines (SVMs) to improve the level of intelligence for building indoor safety management. A DT model (DTM) is developed using BIM integrated with operation information collected by IoT sensors. The trained SVM model is used to automatically obtain the types and levels of danger by processing the data in the DTM. The Internet is a medium for interactions between people and systems. A building in the bobsleigh and sled stadium for the Beijing Winter Olympics is considered as an example; the proposed system realises the functions of the scene display of the operation status, danger warning and positioning, danger classification and level assessment, and danger handling suggestions. MDPI 2020-10-12 /pmc/articles/PMC7601806/ /pubmed/33053719 http://dx.doi.org/10.3390/s20205771 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Liu, Zhansheng Zhang, Anshan Wang, Wensi A Framework for an Indoor Safety Management System Based on Digital Twin |
title | A Framework for an Indoor Safety Management System Based on Digital Twin |
title_full | A Framework for an Indoor Safety Management System Based on Digital Twin |
title_fullStr | A Framework for an Indoor Safety Management System Based on Digital Twin |
title_full_unstemmed | A Framework for an Indoor Safety Management System Based on Digital Twin |
title_short | A Framework for an Indoor Safety Management System Based on Digital Twin |
title_sort | framework for an indoor safety management system based on digital twin |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7601806/ https://www.ncbi.nlm.nih.gov/pubmed/33053719 http://dx.doi.org/10.3390/s20205771 |
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