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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Main Authors: Ling Mao, Shun Weng, Shu-Jin Li, Hong-Ping Zhu, Yan-Hua Sun
Format: Article
Language:English
Published: SAGE Publishing 2020-09-01
Series:Journal of Low Frequency Noise, Vibration and Active Control
Online Access:https://doi.org/10.1177/1461348418784828
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spelling 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
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