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Dynamic Threshold Cable-Stayed Bridge Health Monitoring System Based on Temperature Effect Correction
The early health warning of a cable-stayed bridge is of great significance for discovering the abnormal condition of the structure, eliminating the risk factors, and ensuring the normal operation of the bridge in order to set a reasonable safety monitoring threshold to ensure the safety warning and...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10648320/ https://www.ncbi.nlm.nih.gov/pubmed/37960528 http://dx.doi.org/10.3390/s23218826 |
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author | Tan, Dongmei Guo, Tai Luo, Hao Ji, Baifeng Tao, Yu Li, An |
author_facet | Tan, Dongmei Guo, Tai Luo, Hao Ji, Baifeng Tao, Yu Li, An |
author_sort | Tan, Dongmei |
collection | PubMed |
description | The early health warning of a cable-stayed bridge is of great significance for discovering the abnormal condition of the structure, eliminating the risk factors, and ensuring the normal operation of the bridge in order to set a reasonable safety monitoring threshold to ensure the safety warning and condition assessment of the bridge structure. A method of dynamic early warning by considering the temperature effect is adopted in this paper on the basis of the benchmark threshold. Based on the long-term deflection monitoring data of a bridge in Wuhan, the generalized Pareto distribution (GPD) extreme value analysis theory is used to set the benchmark threshold. Then, by constructing the seasonal autoregressive integrated moving average (SARIMA) long-span bridge temperature effect prediction model, the reference threshold is dynamically adjusted. Finally, it is compared with the traditional fixed threshold monitoring system. The results show that the dynamic threshold has stronger adaptability to the monitoring of cable-stayed bridges and can also achieve effective monitoring of local mutations in other periods. Dynamic threshold early warning can reduce the shortcomings of traditional early warning methods such as underreporting and misreporting. At the same time, the GPD extreme value analysis theory overcomes the disadvantage that the extreme value information is not fully utilized. It has an important application value for bridge health monitoring. |
format | Online Article Text |
id | pubmed-10648320 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-106483202023-10-30 Dynamic Threshold Cable-Stayed Bridge Health Monitoring System Based on Temperature Effect Correction Tan, Dongmei Guo, Tai Luo, Hao Ji, Baifeng Tao, Yu Li, An Sensors (Basel) Article The early health warning of a cable-stayed bridge is of great significance for discovering the abnormal condition of the structure, eliminating the risk factors, and ensuring the normal operation of the bridge in order to set a reasonable safety monitoring threshold to ensure the safety warning and condition assessment of the bridge structure. A method of dynamic early warning by considering the temperature effect is adopted in this paper on the basis of the benchmark threshold. Based on the long-term deflection monitoring data of a bridge in Wuhan, the generalized Pareto distribution (GPD) extreme value analysis theory is used to set the benchmark threshold. Then, by constructing the seasonal autoregressive integrated moving average (SARIMA) long-span bridge temperature effect prediction model, the reference threshold is dynamically adjusted. Finally, it is compared with the traditional fixed threshold monitoring system. The results show that the dynamic threshold has stronger adaptability to the monitoring of cable-stayed bridges and can also achieve effective monitoring of local mutations in other periods. Dynamic threshold early warning can reduce the shortcomings of traditional early warning methods such as underreporting and misreporting. At the same time, the GPD extreme value analysis theory overcomes the disadvantage that the extreme value information is not fully utilized. It has an important application value for bridge health monitoring. MDPI 2023-10-30 /pmc/articles/PMC10648320/ /pubmed/37960528 http://dx.doi.org/10.3390/s23218826 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Tan, Dongmei Guo, Tai Luo, Hao Ji, Baifeng Tao, Yu Li, An Dynamic Threshold Cable-Stayed Bridge Health Monitoring System Based on Temperature Effect Correction |
title | Dynamic Threshold Cable-Stayed Bridge Health Monitoring System Based on Temperature Effect Correction |
title_full | Dynamic Threshold Cable-Stayed Bridge Health Monitoring System Based on Temperature Effect Correction |
title_fullStr | Dynamic Threshold Cable-Stayed Bridge Health Monitoring System Based on Temperature Effect Correction |
title_full_unstemmed | Dynamic Threshold Cable-Stayed Bridge Health Monitoring System Based on Temperature Effect Correction |
title_short | Dynamic Threshold Cable-Stayed Bridge Health Monitoring System Based on Temperature Effect Correction |
title_sort | dynamic threshold cable-stayed bridge health monitoring system based on temperature effect correction |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10648320/ https://www.ncbi.nlm.nih.gov/pubmed/37960528 http://dx.doi.org/10.3390/s23218826 |
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