Cargando…
Exploration of Damage Identification Method for a Large-Span Timber Lattice Shell Structure in Taiyuan Botanical Garden based on Structural Health Monitoring
Large-span spatial lattice structures generally have characteristics such as incomplete modal information, high modal density, and high degrees of freedom. To address the problem of misjudgment in the damage detection of large-span spatial structures caused by these characteristics, this paper propo...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10422335/ https://www.ncbi.nlm.nih.gov/pubmed/37571495 http://dx.doi.org/10.3390/s23156710 |
_version_ | 1785089183894732800 |
---|---|
author | Wang, Guoqing Xu, Chenjia Zhang, Shujia Zhou, Zichun Zhang, Liang Qiu, Bin Wan, Jia Lei, Honggang |
author_facet | Wang, Guoqing Xu, Chenjia Zhang, Shujia Zhou, Zichun Zhang, Liang Qiu, Bin Wan, Jia Lei, Honggang |
author_sort | Wang, Guoqing |
collection | PubMed |
description | Large-span spatial lattice structures generally have characteristics such as incomplete modal information, high modal density, and high degrees of freedom. To address the problem of misjudgment in the damage detection of large-span spatial structures caused by these characteristics, this paper proposed a damage identification method based on time series models. Firstly, the order of the autoregressive moving average (ARMA) model was selected based on the Akaike information criterion (AIC). Then, the long autoregressive method was used to estimate the parameters of the ARMA model and extract the residual sequence of the autocorrelation part of the model. Furthermore, principal component analysis (PCA) was introduced to reduce the dimensionality of the model while retaining the characteristic values. Finally, the Mahalanobis distance (MD) was used to construct the damage sensitive feature (DSF). The dome of Taiyuan Botanical Garden in China is one of the largest non-triangular timber lattice shells worldwide. Relying on the structural health monitoring (SHM) project of this structure, this paper verified the effectiveness of the damage identification model through numerical simulation and determined the damage degree of the dome structure through SHM measurement data. The results demonstrated that the proposed damage identification method can effectively identify the damage of large-span timber lattice structures, locate the damage position, and estimate the degree of damage. The constructed DSF had relatively strong robustness to small damage and environmental noise and has practical application value for SHM in engineering. |
format | Online Article Text |
id | pubmed-10422335 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-104223352023-08-13 Exploration of Damage Identification Method for a Large-Span Timber Lattice Shell Structure in Taiyuan Botanical Garden based on Structural Health Monitoring Wang, Guoqing Xu, Chenjia Zhang, Shujia Zhou, Zichun Zhang, Liang Qiu, Bin Wan, Jia Lei, Honggang Sensors (Basel) Article Large-span spatial lattice structures generally have characteristics such as incomplete modal information, high modal density, and high degrees of freedom. To address the problem of misjudgment in the damage detection of large-span spatial structures caused by these characteristics, this paper proposed a damage identification method based on time series models. Firstly, the order of the autoregressive moving average (ARMA) model was selected based on the Akaike information criterion (AIC). Then, the long autoregressive method was used to estimate the parameters of the ARMA model and extract the residual sequence of the autocorrelation part of the model. Furthermore, principal component analysis (PCA) was introduced to reduce the dimensionality of the model while retaining the characteristic values. Finally, the Mahalanobis distance (MD) was used to construct the damage sensitive feature (DSF). The dome of Taiyuan Botanical Garden in China is one of the largest non-triangular timber lattice shells worldwide. Relying on the structural health monitoring (SHM) project of this structure, this paper verified the effectiveness of the damage identification model through numerical simulation and determined the damage degree of the dome structure through SHM measurement data. The results demonstrated that the proposed damage identification method can effectively identify the damage of large-span timber lattice structures, locate the damage position, and estimate the degree of damage. The constructed DSF had relatively strong robustness to small damage and environmental noise and has practical application value for SHM in engineering. MDPI 2023-07-27 /pmc/articles/PMC10422335/ /pubmed/37571495 http://dx.doi.org/10.3390/s23156710 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 Wang, Guoqing Xu, Chenjia Zhang, Shujia Zhou, Zichun Zhang, Liang Qiu, Bin Wan, Jia Lei, Honggang Exploration of Damage Identification Method for a Large-Span Timber Lattice Shell Structure in Taiyuan Botanical Garden based on Structural Health Monitoring |
title | Exploration of Damage Identification Method for a Large-Span Timber Lattice Shell Structure in Taiyuan Botanical Garden based on Structural Health Monitoring |
title_full | Exploration of Damage Identification Method for a Large-Span Timber Lattice Shell Structure in Taiyuan Botanical Garden based on Structural Health Monitoring |
title_fullStr | Exploration of Damage Identification Method for a Large-Span Timber Lattice Shell Structure in Taiyuan Botanical Garden based on Structural Health Monitoring |
title_full_unstemmed | Exploration of Damage Identification Method for a Large-Span Timber Lattice Shell Structure in Taiyuan Botanical Garden based on Structural Health Monitoring |
title_short | Exploration of Damage Identification Method for a Large-Span Timber Lattice Shell Structure in Taiyuan Botanical Garden based on Structural Health Monitoring |
title_sort | exploration of damage identification method for a large-span timber lattice shell structure in taiyuan botanical garden based on structural health monitoring |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10422335/ https://www.ncbi.nlm.nih.gov/pubmed/37571495 http://dx.doi.org/10.3390/s23156710 |
work_keys_str_mv | AT wangguoqing explorationofdamageidentificationmethodforalargespantimberlatticeshellstructureintaiyuanbotanicalgardenbasedonstructuralhealthmonitoring AT xuchenjia explorationofdamageidentificationmethodforalargespantimberlatticeshellstructureintaiyuanbotanicalgardenbasedonstructuralhealthmonitoring AT zhangshujia explorationofdamageidentificationmethodforalargespantimberlatticeshellstructureintaiyuanbotanicalgardenbasedonstructuralhealthmonitoring AT zhouzichun explorationofdamageidentificationmethodforalargespantimberlatticeshellstructureintaiyuanbotanicalgardenbasedonstructuralhealthmonitoring AT zhangliang explorationofdamageidentificationmethodforalargespantimberlatticeshellstructureintaiyuanbotanicalgardenbasedonstructuralhealthmonitoring AT qiubin explorationofdamageidentificationmethodforalargespantimberlatticeshellstructureintaiyuanbotanicalgardenbasedonstructuralhealthmonitoring AT wanjia explorationofdamageidentificationmethodforalargespantimberlatticeshellstructureintaiyuanbotanicalgardenbasedonstructuralhealthmonitoring AT leihonggang explorationofdamageidentificationmethodforalargespantimberlatticeshellstructureintaiyuanbotanicalgardenbasedonstructuralhealthmonitoring |