Model Updating Method Based on Kriging Model for Structural Dynamics

被引:19
|
作者
Yin, Hong [1 ]
Ma, Jingjing [1 ]
Dong, Kangli [1 ]
Peng, Zhenrui [1 ]
Cui, Pan [1 ]
Yang, Chenghao [1 ]
机构
[1] Lanzhou Jiaotong Univ, Sch Mechatron Engn, Lanzhou 730070, Gansu, Peoples R China
关键词
Structural dynamics;
D O I
10.1155/2019/8086024
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Model updating in structural dynamics has attracted much attention in recent decades. And high computational cost is frequently encountered during model updating. Surrogate model has attracted considerable attention for saving computational cost in finite element model updating (FEMU). In this study, a model updating method using frequency response function (FRF) based on Kriging model is proposed. The optimal excitation point is selected by using modal participation criterion. Initial sample points are chosen via design of experiment (DOE), and Kriging model is built using the corresponding acceleration frequency response functions. Then, Kriging model is improved via new sample points using mean square error (MSE) criterion and is used to replace the finite element model to participate in optimization. Cuckoo algorithm is used to obtain the updating parameters, where the objective function with the minimum frequency response deviation is constructed. And the proposed method is applied to a plane truss model FEMU, and the results are compared with those by the second-order response surface model (RSM) and the radial basis function model (RBF). The analysis results showed that the proposed method has good accuracy and high computational efficiency; errors of updating parameters are less than 0.2%; damage identification is with high precision. After updating, the curves of real and imaginary parts of acceleration FRF are in good agreement with the real ones.
引用
收藏
页数:12
相关论文
共 50 条
  • [11] MODEL UPDATING IN STRUCTURAL DYNAMICS - A SURVEY
    MOTTERSHEAD, JE
    FRISWELL, MI
    JOURNAL OF SOUND AND VIBRATION, 1993, 167 (02) : 347 - 375
  • [12] A review on model updating in structural dynamics
    Abdullah, N. A. Z.
    Sani, M. S. M.
    Rahman, M. M.
    Zaman, I.
    3RD INTERNATIONAL CONFERENCE OF MECHANICAL ENGINEERING RESEARCH (ICMER 2015), 2015, 100
  • [13] An Analysis Method of Mechanical Structural Reliability Based on the Kriging Model
    Liu K.
    Li X.-L.
    Wang J.
    Liu, Kuo (liukuo@dlut.edu.cn), 1600, Northeast University (38): : 1002 - 1006
  • [14] Model updating of a bogie frame based on the Kriging model and the unscented Kalman filter
    Zhao M.
    Peng Z.
    Zhang Y.
    Zhendong yu Chongji/Journal of Vibration and Shock, 2022, 41 (04): : 270 - 277
  • [15] Frequency response function-based model updating using Kriging model
    Wang, J. T.
    Wang, C. J.
    Zhao, J. P.
    MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2017, 87 : 218 - 228
  • [16] A STUDY ON STRUCTURAL DAMAGE DETECTION METHOD BASED ON MODEL UPDATING
    Yang, Haifeng
    Wu, Ziyan
    Yan, Yunju
    PROCEEDINGS OF THE 2009 2ND INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, VOLS 1-9, 2009, : 4396 - 4400
  • [17] Feasibility study of improved particle swarm optimization in kriging metamodel based structural model updating
    Qin, Shiqiang
    Hu, Jia
    Zhou, Yun-Lai
    Zhang, Yazhou
    Kang, Juntao
    STRUCTURAL ENGINEERING AND MECHANICS, 2019, 70 (05) : 513 - 524
  • [18] Boundary element model updating in structural dynamics
    Dos Santos, JMC
    Campos, NBF
    Neto, EM
    IMAC-XVIII: A CONFERENCE ON STRUCTURAL DYNAMICS, VOLS 1 AND 2, PROCEEDINGS, 2000, 4062 : 1263 - 1269
  • [19] Metrics for nonlinear model updating in structural dynamics
    State University of the West of Paraná-UNIOESTE, Centro de Engenharias e Ciências Exatas, Foz do Iguaçu, PR, Brazil
    不详
    不详
    J. Braz. Soc. Mech. Sci. Eng., 2009, 1 (27-34):
  • [20] Boundary element model updating in structural dynamics
    Dos Santos, Jose M.C.
    Campos, Nivaldo B.F.
    Neto, Euclides Mesquita
    Proceedings of the International Modal Analysis Conference - IMAC, 2000, 2 : 1263 - 1269