Statistical damage identification method based on dynamic response sensitivity
The traditional deterministic damage detection method is based on the assumption that the measured data and the finite element model are accurate. However, in real situation, there are many uncertainties in the damage identification procedure such as the errors of the finite element model and the me...
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2020-09-01
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Series: | Journal of Low Frequency Noise, Vibration and Active Control |
Online Access: | https://doi.org/10.1177/1461348418784828 |
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doaj-eaf1e567f91d4ea697ea1242639536232020-11-25T01:25:59ZengSAGE PublishingJournal of Low Frequency Noise, Vibration and Active Control1461-34842048-40462020-09-013910.1177/1461348418784828Statistical damage identification method based on dynamic response sensitivityLing MaoShun WengShu-Jin LiHong-Ping ZhuYan-Hua SunThe traditional deterministic damage detection method is based on the assumption that the measured data and the finite element model are accurate. However, in real situation, there are many uncertainties in the damage identification procedure such as the errors of the finite element model and the measurement noise. Since the uncertainties inevitably exist in the finite element models and measured data, the statistic method which considers the uncertainty has wide practical application. This paper proposes a statistical damage identification method based on dynamic response sensitivity in state-space domain. Considering the noise of the finite element model and measured acceleration response, the statistical variations of the damaged finite element model are derived with perturbation method which is based on a Taylor series expansion of the response vector and verified by Monte Carlo technique. Afterward, the probability of damage existence for each structural element is estimated using the statistical characteristic of the identified structural parameters. A numerical simply supported beam under the moving load is applied to demonstrate the accuracy and efficiency of the proposed statistical method.https://doi.org/10.1177/1461348418784828 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Ling Mao Shun Weng Shu-Jin Li Hong-Ping Zhu Yan-Hua Sun |
spellingShingle |
Ling Mao Shun Weng Shu-Jin Li Hong-Ping Zhu Yan-Hua Sun Statistical damage identification method based on dynamic response sensitivity Journal of Low Frequency Noise, Vibration and Active Control |
author_facet |
Ling Mao Shun Weng Shu-Jin Li Hong-Ping Zhu Yan-Hua Sun |
author_sort |
Ling Mao |
title |
Statistical damage identification method based on dynamic response sensitivity |
title_short |
Statistical damage identification method based on dynamic response sensitivity |
title_full |
Statistical damage identification method based on dynamic response sensitivity |
title_fullStr |
Statistical damage identification method based on dynamic response sensitivity |
title_full_unstemmed |
Statistical damage identification method based on dynamic response sensitivity |
title_sort |
statistical damage identification method based on dynamic response sensitivity |
publisher |
SAGE Publishing |
series |
Journal of Low Frequency Noise, Vibration and Active Control |
issn |
1461-3484 2048-4046 |
publishDate |
2020-09-01 |
description |
The traditional deterministic damage detection method is based on the assumption that the measured data and the finite element model are accurate. However, in real situation, there are many uncertainties in the damage identification procedure such as the errors of the finite element model and the measurement noise. Since the uncertainties inevitably exist in the finite element models and measured data, the statistic method which considers the uncertainty has wide practical application. This paper proposes a statistical damage identification method based on dynamic response sensitivity in state-space domain. Considering the noise of the finite element model and measured acceleration response, the statistical variations of the damaged finite element model are derived with perturbation method which is based on a Taylor series expansion of the response vector and verified by Monte Carlo technique. Afterward, the probability of damage existence for each structural element is estimated using the statistical characteristic of the identified structural parameters. A numerical simply supported beam under the moving load is applied to demonstrate the accuracy and efficiency of the proposed statistical method. |
url |
https://doi.org/10.1177/1461348418784828 |
work_keys_str_mv |
AT lingmao statisticaldamageidentificationmethodbasedondynamicresponsesensitivity AT shunweng statisticaldamageidentificationmethodbasedondynamicresponsesensitivity AT shujinli statisticaldamageidentificationmethodbasedondynamicresponsesensitivity AT hongpingzhu statisticaldamageidentificationmethodbasedondynamicresponsesensitivity AT yanhuasun statisticaldamageidentificationmethodbasedondynamicresponsesensitivity |
_version_ |
1725111386600636416 |