دورية أكاديمية
A Kriging Model Based Finite Element Model Updating Method for Damage Detection
العنوان: | A Kriging Model Based Finite Element Model Updating Method for Damage Detection |
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المؤلفون: | Xiuming Yang, Xinglin Guo, Huajiang Ouyang, Dongsheng Li |
المصدر: | Applied Sciences, Vol 7, Iss 10, p 1039 (2017) |
بيانات النشر: | MDPI AG, 2017. |
سنة النشر: | 2017 |
المجموعة: | LCC:Technology LCC:Engineering (General). Civil engineering (General) LCC:Biology (General) LCC:Physics LCC:Chemistry |
مصطلحات موضوعية: | model updating, frequency response function, Kriging model, damage detection, Technology, Engineering (General). Civil engineering (General), TA1-2040, Biology (General), QH301-705.5, Physics, QC1-999, Chemistry, QD1-999 |
الوصف: | Model updating is an effective means of damage identification and surrogate modeling has attracted considerable attention for saving computational cost in finite element (FE) model updating, especially for large-scale structures. In this context, a surrogate model of frequency is normally constructed for damage identification, while the frequency response function (FRF) is rarely used as it usually changes dramatically with updating parameters. This paper presents a new surrogate model based model updating method taking advantage of the measured FRFs. The Frequency Domain Assurance Criterion (FDAC) is used to build the objective function, whose nonlinear response surface is constructed by the Kriging model. Then, the efficient global optimization (EGO) algorithm is introduced to get the model updating results. The proposed method has good accuracy and robustness, which have been verified by a numerical simulation of a cantilever and experimental test data of a laboratory three-story structure. |
نوع الوثيقة: | article |
وصف الملف: | electronic resource |
اللغة: | English |
تدمد: | 2076-3417 |
Relation: | https://www.mdpi.com/2076-3417/7/10/1039; https://doaj.org/toc/2076-3417 |
DOI: | 10.3390/app7101039 |
URL الوصول: | https://doaj.org/article/0dd500fc03ff4cb0975f0eb413e54310 |
رقم الأكسشن: | edsdoj.0dd500fc03ff4cb0975f0eb413e54310 |
قاعدة البيانات: | Directory of Open Access Journals |
تدمد: | 20763417 |
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DOI: | 10.3390/app7101039 |