PENG Zhenrui, ZHANG Xueping, ZHANG Yafeng. Stochastic Model Updating Combining Cokriging Model and Single Objective Function[J]. Mechanical Science and Technology for Aerospace Engineering, 2024, 43(1): 1-8.
DOI:
PENG Zhenrui, ZHANG Xueping, ZHANG Yafeng. Stochastic Model Updating Combining Cokriging Model and Single Objective Function[J]. Mechanical Science and Technology for Aerospace Engineering, 2024, 43(1): 1-8.DOI: 10.13433/j.cnki.1003-8728.20220191.
Stochastic Model Updating Combining Cokriging Model and Single Objective Function
A stochastic model updating method is proposed by combining the Cokriging surrogate model technique with the single objective function. The method transforms the uncertainty model updating problem into a simple updating problem of the statistical characteristics of the parameters to be updated
which can effectively alleviate the high computational cost problem caused by the stepwise and multi-objective updating while ensuring the updating accuracy. Firstly
assuming that the parameters to be updated and the corresponding responses obey Gaussian distribution
the Latin hypercube sampling is used to obtain the training set samples
and the Cokriging model satisfying the accuracy requirement is constructed to replace the complex finite element model in the iterative calculation. Then
the weighted residual objective function between the statistical characteristics of the finite element model calculated responses and the statistical characteristics of the test responses is established
and the coyote optimization algorithm is introduced to minimize the single objective function to obtain the statistical characteristics of the parameters to be updated. Finally
the feasibility of the proposed method is verified by the two-dimensional and the three-dimensional truss structures.