郭杏林

个人信息Personal Information

教授

博士生导师

硕士生导师

性别:男

毕业院校:大连理工大学

学位:博士

所在单位:力学与航空航天学院

电子邮箱:xlguo@dlut.edu.cn

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A Kriging Model Based Finite Element Model Updating Method for Damage Detection

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论文类型:期刊论文

发表时间:2017-10-01

发表刊物:APPLIED SCIENCES-BASEL

收录刊物:SCIE、Scopus

卷号:7

期号:10

ISSN号:2076-3417

关键字:model updating; frequency response function; Kriging model; damage detection

摘要: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.