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

被引:29
|
作者
Yang, Xiuming [1 ]
Guo, Xinglin [1 ]
Ouyang, Huajiang [1 ,2 ]
Li, Dongsheng [3 ]
机构
[1] Dalian Univ Technol, Dept Engn Mech, State Key Lab Struct Anal Ind Equipment, Dalian 116000, Peoples R China
[2] Univ Liverpool, Sch Engn, Liverpool L69 3BX, Merseyside, England
[3] Dalian Univ Technol, Sch Civil Engn, Dalian 116000, Peoples R China
来源
APPLIED SCIENCES-BASEL | 2017年 / 7卷 / 10期
基金
中国国家自然科学基金;
关键词
model updating; frequency response function; Kriging model; damage detection; FREQUENCY-RESPONSE FUNCTION; MINIMIZING NATURAL FREQUENCY; MAC-VALUE ERRORS; PARAMETER-IDENTIFICATION; GLOBAL OPTIMIZATION; ALGORITHM;
D O I
10.3390/app7101039
中图分类号
O6 [化学];
学科分类号
0703 ;
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.
引用
收藏
页数:18
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