Structural model updating based on metamodel using modal frequencies

Authors

  • Jutao Wang Tianjin Key Laboratory for Advanced Mechatronic System Design and Intelligent Control, School of Mechanical Engineering, Tianjin University of Technology, Tianjin 300384, China National Demonstration Center for Experimental Mechanical and Electrical Engineering Education (Tianjin University of Technology)
  • Zhenzhong Liu Tianjin Key Laboratory for Advanced Mechatronic System Design and Intelligent Control, School of Mechanical Engineering, Tianjin University of Technology, Tianjin 300384, China National Demonstration Center for Experimental Mechanical and Electrical Engineering Education (Tianjin University of Technology)
  • Liju Xue Tianjin Key Laboratory for Advanced Mechatronic System Design and Intelligent Control, School of Mechanical Engineering, Tianjin University of Technology, Tianjin 300384, China National Demonstration Center for Experimental Mechanical and Electrical Engineering Education (Tianjin University of Technology)

DOI:

https://doi.org/10.3221/IGF-ESIS.58.09

Keywords:

model updating, metamodel, modal frequency, optimization

Abstract

Modal frequencies are often used in structural model updating based on the finite element model, and metamodel technique is often applied to the corresponding optimization process. In this work, the Kriging model is used as the metamodel. Firstly, the influence of different correlation functions of Kriging model is inspected, and then the approximate capability of Kriging model is investigated via inspecting the approximate accuracy of nonlinear functions. Secondly, a model updating procedure is proposed based on the Kriging model, and the samples for constructing Kriging model are generated via the method of Optimal Latin Hypercube. Finally, a typical frame structure is taken as a case study and demonstrates the feasibility and efficiency of the proposed approach. The results show the Kriging model can match the target functions very well, and the finite element model can achieve accurate frequencies and can reliably predict the frequencies after model updating.

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Published

25-09-2021

Issue

Section

Structural Integrity and Durability of Structures

Categories

How to Cite

Structural model updating based on metamodel using modal frequencies . (2021). Frattura Ed Integrità Strutturale, 15(58), 114-127. https://doi.org/10.3221/IGF-ESIS.58.09